[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"08562aa703a48e326a29937a848765081e7365a23f3a11b00ea1090073600b7e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 352\",\"id\":\"n352\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n354\",\"kind\":\"course\"},{\"children\":[\"n352\",\"n354\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354)\",\"id\":\"nall\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"or graduate/professional standing\",\"id\":\"nstanding\",\"kind\":\"condition\"},{\"children\":[\"nall\",\"nstanding\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"root\",\"kind\":\"any\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"08562aa703a48e326a29937a848765081e7365a23f3a11b00ea1090073600b7e","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a pipelined RISC micro-processor system with data cache using computer aided design tool and validate the correctness of the design using logic simulation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use standard performance metrics to compare performance of different digital systems\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"E C E 551or knowledge of Verilog is recommended.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"ECE 551 or knowledge of Verilog\"}],\"search_phrases\":[\"computer architecture\",\"RISC processor design\",\"pipelining hazards\",\"cache subsystems\",\"Verilog\",\"instruction set design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Design a pipelined data path for a RISC (reduced instruction set computer) instruction set and identify concepts of data dependence, pipelined hazards and out of order execution\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Designing pipelined RISC data paths and identifying hazards\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Design basic data and control cache subsystems and be able to operate basic memory systems\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Designing cache subsystems and operating memory systems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a pipelined RISC micro-processor system with data cache using computer aided design tool and validate the correctness of the design using logic simulation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Validating designs using logic simulation tools\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components. Processor design, instruction set design, and addressing; control structures and microprogramming; memory management, caches, and memory hierarchies; and interrupts and I/O structures.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Introduction to Computer Architecture covers processor design, instruction sets, control structures, memory management, caches, and I/O structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Processor and instruction set design\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Memory management and caching\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Interrupts and I/O structures\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"08562aa703a48e326a29937a848765081e7365a23f3a11b00ea1090073600b7e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lectures are totally worthless, just read the book as his lectures and homework all are based off it. A bit hard to understand. I have found him to be unfriendly and unhelpful in office hours as well.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2009-11-09 14:44:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"370e3097d6e4113f7a81361c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE2MzM2NDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Meaningless lectures and tough grade on Quartus Project.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2012-12-30 21:06:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4a3fff1e0491827b4a2ef7f\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxMTg3Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Gives unclear and bad explanations about material. Hence its same as attending or missing lectures. Makes bad jokes in class. Does a peer grading in which students grade each other and can see the names of the ppl they r grading which can cause partiality. The only way one can learn is self studying in this class. Better take CS 552 with karu\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-20 01:36:47 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7ab485a9038bea32813ee9c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNjIzMzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"extremely rude, never take again\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2017-11-28 20:22:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"34dfbffe5bdf1fcc666fedf1\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4OTgyMDE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"}],\"evidence_count\":4,\"review_ids\":[\"370e3097d6e4113f7a81361c\",\"b4a3fff1e0491827b4a2ef7f\",\"f7ab485a9038bea32813ee9c\",\"34dfbffe5bdf1fcc666fedf1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1202050\",\"summary\":\"Cited reviews describe Yu Hen Hu's lectures as unclear, worthless, or rude, with students finding him unhelpful in office hours.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Great Prof for a difficult class. Makes some good jokes during class too. Responsive for email question on project. Highly recommend!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2011-03-28 20:32:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3ba0400031815eb86698aae\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE4MzIzNzkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Don't take this class unless you're prepared to do a lot of work. If you need to take the class, Karu is a great professor, and is very helpful with course materials. Don't expect him to catch you up after skipping class or not paying attention though.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-13 14:41:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd7fa6b83b784c93a5ebd1b5\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNzQ3NTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"One of the best professors I've had. The class is a lot of work, but as long as you put in the time, the grading is pretty lenient. If you are going to take this class, I'd highly recommend Karu.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-23 10:46:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d822bea8fabdbba4f0b38e02\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE1ODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Karu is a great instructor. He is passionate about the material and really knows what he's talking about. Projects are long and challenging, but grading is very straightforward. Homework is pretty easy and exams are fair. I recommend taking 552 in the spring with the CS department, as those who teach 552 in the ECE department are not that great.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2016-04-07 16:23:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d48eb700520a84c15716d45f\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2MjUxNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"}],\"evidence_count\":4,\"review_ids\":[\"b3ba0400031815eb86698aae\",\"dd7fa6b83b784c93a5ebd1b5\",\"d822bea8fabdbba4f0b38e02\",\"d48eb700520a84c15716d45f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1507230\",\"name\":\"Karthikeyan Sankaralingam\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1507230\",\"summary\":\"Cited reviews praise Karthikeyan Sankaralingam for being helpful, passionate, and fair, recommending him despite the class difficulty.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Parmesh cares so little about his class that it's almost insulting.  His slides were made by Mike Morrow and his homeworks are recycled form years past.  AVOID HIM!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-03 19:49:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d7f17bcda039b7a06b64362b\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDI1MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"},{\"comment\":\"Worst professor I have had in my four years. Absolutely no guidelines for the major project that's going to take 120+ hours and it's only worth 30% of the final grade. Exams are horribly tough (30% of the class got below a 50% on the midterm). Really hard to understand him in lecture. Would not advise taking him for any class.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2015-05-22 13:50:15 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"86bd0435dcb09cb593955173\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0ODg4NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"}],\"evidence_count\":2,\"review_ids\":[\"d7f17bcda039b7a06b64362b\",\"86bd0435dcb09cb593955173\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:869246\",\"summary\":\"Cited reviews criticize Parmesh Ramanathan for providing recycled materials and lacking clear guidelines for major projects.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"This professor has little understanding of the materials he provided to students and those materials are always unclear. He always makes mistakes in everywhere including homework descriptions and project descriptions which confuses students a lot.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2019-03-08 23:30:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"752e3d4861b6773bf8fb45e7\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxNDE4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Seems to care a lot about students learning. Approachable and knowledgeable.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2019-04-02 17:35:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1b2cb07c75d7881c898bbd70\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxNTE2Njcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Matt is the best professor I've had at UW-Madison. He's incredibly knowledgeable, very giving of his time, and super helpful on anything you find confusing. That being said, this class is also the hardest I've taken at UW-Madison. Time-intensive semester-long project, coupled with difficult material. Matt gives you everything you need to succeed.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2022-04-26 19:06:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"437472483e6513ec61b7c999\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTU5ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"552 is an INSANE amount of work for a 3-credit class. But there is no better prof than Matt Sinclair. He is a genuinely god-tier human being. The problems, examples, and explanations he gives will force you to learn and understand the content. He will answer your Piazza posts at 1am. And he REALLY cares about every student in class. 10/10 professor\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2023-05-08 07:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a93c931a19dc35eb9b49d7b\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"}],\"evidence_count\":4,\"review_ids\":[\"752e3d4861b6773bf8fb45e7\",\"1b2cb07c75d7881c898bbd70\",\"437472483e6513ec61b7c999\",\"4a93c931a19dc35eb9b49d7b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2465736\",\"summary\":\"Cited reviews note Matthew Sinclair's course involves a time-intensive semester-long project and difficult material, but he provides support and extra credit opportunities.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Karu is very understanding and wants to help students. He has extended deadlines and has been very flexible during online classes from covid. He is very passionate and you can tell he knows a lot about the topic. My only problem is that sometimes the audio on his lecture cuts out as well as a disorganized webpage.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2020-11-13 00:52:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f3f89d25d389ee36548e552e\",\"instructor_id\":\"rmp:2637168\",\"instructor_name\":\"Karu Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzODEwMjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2637168\"}],\"evidence_count\":1,\"review_ids\":[\"f3f89d25d389ee36548e552e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2637168\",\"name\":\"Karu Sankaralingam\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2637168\",\"summary\":\"Cited reviews mention a disorganized webpage and audio issues for Karu Sankaralingam, though he is described as understanding and flexible.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Setareh is amazing. She grades fairly, and though her classes are tough they are interesting. She cares about her students and is extremely approachable. She makes sure to really reiterate that no question is a bad question. Many professors say it, but she actually believes it and practices it.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 18:48:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0832e4b1dbaa33dc9c7f0216\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Although ECE552 is an intensive and difficult class, Setareh makes it interesting and fun! She cares about her students and is always willing to stay after class to explain challenging concepts. She seems to know each students names which I find incredibly impressive, and she always checks to see if students understand topics. Great professor!!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 19:28:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"75af01814a99cd2071e28149\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Caring, patient and passionate. Always available even beyond office hours. Coming as an exchange from a Global T10-ish, this course is hard (extremely hard for an CS Undergrad like me), but Setareh and TAs will go the extra mile to break difficult concepts down. She will always check if you're feeling okay and listen to issues beyond the course! \",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-25 21:24:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"853c371ed8a69c4bae8aacdc\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Setareh is an extremely caring professor who goes above and beyond to make sure that her student's succeed. 552 is a hard course that made my brain hurt more than once, but she was there to help us through it. I am fairly confident that there would have been a lot more tears if not for Setareh!!! If you are reading this UW, give her a raise :)\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-05-08 03:46:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"236f572f162dfc7f19ca253e\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDAxOTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":4,\"review_ids\":[\"0832e4b1dbaa33dc9c7f0216\",\"75af01814a99cd2071e28149\",\"853c371ed8a69c4bae8aacdc\",\"236f572f162dfc7f19ca253e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2827328\",\"summary\":\"Cited reviews praise Setareh Behroozi for being caring, approachable, and effective at explaining challenging concepts in a tough course.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"08562aa703a48e326a29937a848765081e7365a23f3a11b00ea1090073600b7e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"206f46c4340876405a96f17f9720cf19ecd62c5e23fe63dd691c2f5920dd8f20\",\"course_id\":\"COMPSCI/ECE 552\",\"current_instructors\":[{\"instructor_uid\":\"instructor_eb1bb94171f8f5bd7e26165f\",\"message\":null,\"name\":\"Setareh Behroozi\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2827328\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-24 18:48:25 +0000 UTC\",\"review_id\":\"0832e4b1dbaa33dc9c7f0216\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-24 19:28:04 +0000 UTC\",\"review_id\":\"75af01814a99cd2071e28149\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-25 21:24:19 +0000 UTC\",\"review_id\":\"853c371ed8a69c4bae8aacdc\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-05-08 03:46:11 +0000 UTC\",\"review_id\":\"236f572f162dfc7f19ca253e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5NDAxOTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Setareh Behroozi teaches a tough course that students found interesting and supported by her approachable teaching style. She graded fairly and stayed after class to explain challenging concepts, while also checking on student well-being.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.55 GPA, 78.0% A/AB (n=82 letter grades); Spring 2025: 3.63 GPA, 82.7% A/AB (n=104 letter grades); Spring 2026: 3.67 GPA, 84.4% A/AB (n=90 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-25 21:24:19 +0000 UTC\",\"review_id\":\"853c371ed8a69c4bae8aacdc\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-05-08 03:46:11 +0000 UTC\",\"review_id\":\"236f572f162dfc7f19ca253e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5NDAxOTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course was described as extremely hard, particularly for undergraduates, with one student noting it made their brain hurt. TAs and the professor went the extra mile to break down difficult concepts.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Matthew Sinclair\",\"review_date\":\"2023-05-08 07:00:38 +0000 UTC\",\"review_id\":\"4a93c931a19dc35eb9b49d7b\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2465736\",\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Matthew Sinclair taught the course in Spring 2023. A student described it as an insane amount of work for a three-credit class. They noted that Sinclair provided problems and explanations that forced students to learn and understand the content. The student also reported that he answered Piazza posts at 1 a.m. and genuinely cared about every student in the class.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-24 19:28:04 +0000 UTC\",\"review_id\":\"75af01814a99cd2071e28149\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-25 21:24:19 +0000 UTC\",\"review_id\":\"853c371ed8a69c4bae8aacdc\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Setareh Behroozi teaches an intensive and difficult course that students found interesting and fun. She is known for being approachable and willing to stay after class to explain challenging concepts.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.63 GPA, 82.7% A/AB (n=104 letter grades); Fall 2025: 3.26 GPA, 58.5% A/AB (n=82 letter grades); Spring 2026: 3.67 GPA, 84.4% A/AB (n=90 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-24 18:48:25 +0000 UTC\",\"review_id\":\"0832e4b1dbaa33dc9c7f0216\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-24 19:28:04 +0000 UTC\",\"review_id\":\"75af01814a99cd2071e28149\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students appreciated that Setareh Behroozi believed no question was bad and checked to ensure understanding. She was described as caring, patient, and extremely approachable, often staying after class to help.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ERIC HOFFMAN is recorded teaching in Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"KARTHIKEYAN SANKARALINGAM is recorded teaching in Spring 2008, Spring 2009, Spring 2011, Spring 2013, Spring 2016, Spring 2017, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"MATT SINCLAIR is recorded teaching in Spring 2019, Spring 2020, Spring 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"MIKKO LIPASTI is recorded teaching in Fall 2010, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SETAREH BEHROOZI is recorded teaching in Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"SWAMIT TANNU is recorded teaching in Fall 2021, Fall 2022, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Fall 2008, Fall 2009, Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d1c561a59c8011aa954eb76bda894971266bfe12bec1e0a9630bcea1487f2303","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 352\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"The evidence string '(E C E/COMP SCI 352andE C E/COMP SCI 354)' contains missing spaces around 'and'. This is parsed as an AND condition between the two courses.\"],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Unreachable nodes: n3; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d1c561a59c8011aa954eb76bda894971266bfe12bec1e0a9630bcea1487f2303","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra, combinational logic analysis and synthesis, synchronous and asynchronous sequential logic analysis and design, digital subsystems, computer organization and design.\"},{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language with a focus on the low-level interrelationships and impacts on performance. Topics include the virtual address space and virtual memory, the heap and dynamic memory management, the memory hierarchy and caching, assembly language and the stack, communication and interrupts/signals, compiling and assemblers/linkers.\"}],\"text\":\"Digital logic design and computer organization fundamentals.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language\"}],\"text\":\"C programming language.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"knowledge of Verilog is recommended\"}],\"text\":\"Verilog.\"}],\"search_phrases\":[\"computer architecture design\",\"processor design instruction set\",\"memory hierarchy caches\",\"microprogramming control structures\",\"interrupts I/O structures\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caching.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupt and I/O structure design.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components.\"}],\"text\":\"Introduction to computer architecture covering processor, memory, and I/O system design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caches.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupts and I/O structures.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d1c561a59c8011aa954eb76bda894971266bfe12bec1e0a9630bcea1487f2303","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c389cb073734e30e26b18ef7cd0484f2054693807b90391e970a7a12a03b21a0","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n1a\",\"n1b\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 352andE C E/COMP SCI 354\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 352\",\"id\":\"n1a\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n1b\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"Fixed unreachable node n3 by connecting it to root n0 as an alternative condition.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c389cb073734e30e26b18ef7cd0484f2054693807b90391e970a7a12a03b21a0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra, combinational logic analysis and synthesis, synchronous and asynchronous sequential logic analysis and design, digital subsystems, computer organization and design.\"},{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language with a focus on the low-level interrelationships and impacts on performance. Topics include the virtual address space and virtual memory, the heap and dynamic memory management, the memory hierarchy and caching, assembly language and the stack, communication and interrupts/signals, compiling and assemblers/linkers.\"}],\"text\":\"Digital logic design and computer organization fundamentals.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language\"}],\"text\":\"C programming language.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"knowledge of Verilog is recommended\"}],\"text\":\"Verilog.\"}],\"search_phrases\":[\"computer architecture design\",\"processor design instruction set\",\"memory hierarchy caches\",\"microprogramming control structures\",\"interrupts I/O structures\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caching.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupt and I/O structure design.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components.\"}],\"text\":\"Introduction to computer architecture covering processor, memory, and I/O system design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caches.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupts and I/O structures.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c389cb073734e30e26b18ef7cd0484f2054693807b90391e970a7a12a03b21a0","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"552 is an INSANE amount of work for a 3-credit class. But there is no better prof than Matt Sinclair. He is a genuinely god-tier human being. The problems, examples, and explanations he gives will force you to learn and understand the content. He will answer your Piazza posts at 1am. And he REALLY cares about every student in class. 10/10 professor\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2023-05-08 07:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a93c931a19dc35eb9b49d7b\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Don't take this class unless you're prepared to do a lot of work. If you need to take the class, Karu is a great professor, and is very helpful with course materials. Don't expect him to catch you up after skipping class or not paying attention though.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-13 14:41:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd7fa6b83b784c93a5ebd1b5\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNzQ3NTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Caring, patient and passionate. Always available even beyond office hours. Coming as an exchange from a Global T10-ish, this course is hard (extremely hard for an CS Undergrad like me), but Setareh and TAs will go the extra mile to break difficult concepts down. She will always check if you're feeling okay and listen to issues beyond the course! \",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-25 21:24:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"853c371ed8a69c4bae8aacdc\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":3,\"review_ids\":[\"4a93c931a19dc35eb9b49d7b\",\"dd7fa6b83b784c93a5ebd1b5\",\"853c371ed8a69c4bae8aacdc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1507230\",\"name\":\"Karthikeyan Sankaralingam\"},{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"},{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"summary\":\"Students consistently describe the course as having an excessive workload, often described as 'insane' or 'a lot of work' for a 3-credit class.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Setareh is amazing. She grades fairly, and though her classes are tough they are interesting. She cares about her students and is extremely approachable. She makes sure to really reiterate that no question is a bad question. Many professors say it, but she actually believes it and practices it.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 18:48:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0832e4b1dbaa33dc9c7f0216\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Although ECE552 is an intensive and difficult class, Setareh makes it interesting and fun! She cares about her students and is always willing to stay after class to explain challenging concepts. She seems to know each students names which I find incredibly impressive, and she always checks to see if students understand topics. Great professor!!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 19:28:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"75af01814a99cd2071e28149\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Lectures are totally worthless, just read the book as his lectures and homework all are based off it. A bit hard to understand. I have found him to be unfriendly and unhelpful in office hours as well.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2009-11-09 14:44:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"370e3097d6e4113f7a81361c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE2MzM2NDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Parmesh cares so little about his class that it's almost insulting.  His slides were made by Mike Morrow and his homeworks are recycled form years past.  AVOID HIM!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-03 19:49:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d7f17bcda039b7a06b64362b\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDI1MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"}],\"evidence_count\":4,\"review_ids\":[\"0832e4b1dbaa33dc9c7f0216\",\"75af01814a99cd2071e28149\",\"370e3097d6e4113f7a81361c\",\"d7f17bcda039b7a06b64362b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"},{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor; some are praised for clarity and passion, while others are criticized for unclear explanations and poor lecture organization.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Mikko is very knowledgeable in architecture. His classes relied heavily on long and dense online lectures that he reviewed in class. He quizzes you on the online lectures. Group projects require a good amount of work and effort. He gives you opportunities to get extra credit to make up for the difficult projects. Good guy!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2018-10-04 17:24:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"94fc35e96ebe469b75cd74f0\",\"instructor_id\":\"rmp:304354\",\"instructor_name\":\"Mikko Lipasti\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNTQzODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\"},{\"comment\":\"Worst professor I have had in my four years. Absolutely no guidelines for the major project that's going to take 120+ hours and it's only worth 30% of the final grade. Exams are horribly tough (30% of the class got below a 50% on the midterm). Really hard to understand him in lecture. Would not advise taking him for any class.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2015-05-22 13:50:15 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"86bd0435dcb09cb593955173\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0ODg4NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"},{\"comment\":\"Matt is the best professor I've had at UW-Madison. He's incredibly knowledgeable, very giving of his time, and super helpful on anything you find confusing. That being said, this class is also the hardest I've taken at UW-Madison. Time-intensive semester-long project, coupled with difficult material. Matt gives you everything you need to succeed.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2022-04-26 19:06:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"437472483e6513ec61b7c999\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTU5ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"}],\"evidence_count\":3,\"review_ids\":[\"94fc35e96ebe469b75cd74f0\",\"86bd0435dcb09cb593955173\",\"437472483e6513ec61b7c999\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"},{\"id\":\"rmp:304354\",\"name\":\"Mikko Lipasti\"},{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Projects are described as long, challenging, and time-intensive, often requiring significant group work and effort.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"2f7b9c879758dbd94e5a65aab20da54fcec94aae72a3b940c8aceb78b7f76209","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"ECE\",\"COMP SCI\"],\"timing\":\"prior\"},\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354)\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"ECE\",\"COMP SCI\"],\"timing\":\"prior\"},\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354)\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354)\",\"id\":\"n3\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"or graduate/professional standing\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"root\",\"kind\":\"any\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","error":"Node n1: course {'course_number': 352, 'minimum_grade': None, 'subjects': ['ECE', 'COMP SCI'], 'timing': 'prior'} is absent from the source links (linked_courses). Standing, declared programs, and subject credit counts are condition nodes, not courses. Never invent course 0. For a source reference absent from linked_courses, use kind=condition, course=null, condition=<verbatim source clause>, children=[], and needs_review with an explanatory note. Allowed course references: [{'course_number': 352, 'subjects': ['COMPSCI', 'ECE']}, {'course_number': 354, 'subjects': ['COMPSCI', 'ECE']}].\nNode n2: course {'course_number': 354, 'minimum_grade': None, 'subjects': ['ECE', 'COMP SCI'], 'timing': 'prior'} is absent from the source links (linked_courses). Standing, declared programs, and subject credit counts are condition nodes, not courses. Never invent course 0. For a source reference absent from linked_courses, use kind=condition, course=null, condition=<verbatim source clause>, children=[], and needs_review with an explanatory note. Allowed course references: [{'course_number': 352, 'subjects': ['COMPSCI', 'ECE']}, {'course_number': 354, 'subjects': ['COMPSCI', 'ECE']}].","model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"2f7b9c879758dbd94e5a65aab20da54fcec94aae72a3b940c8aceb78b7f76209","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a pipelined RISC micro-processor system with data cache using computer aided design tool and validate the correctness of the design using logic simulation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use standard performance metrics to compare performance of different digital systems\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"E C E 551or knowledge of Verilog is recommended.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"ECE 551 or knowledge of Verilog\"}],\"search_phrases\":[\"computer architecture\",\"RISC processor design\",\"pipelining hazards\",\"cache subsystems\",\"Verilog\",\"instruction set design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Design a pipelined data path for a RISC (reduced instruction set computer) instruction set and identify concepts of data dependence, pipelined hazards and out of order execution\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Designing pipelined RISC data paths and identifying hazards\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Design basic data and control cache subsystems and be able to operate basic memory systems\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Designing cache subsystems and operating memory systems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a pipelined RISC micro-processor system with data cache using computer aided design tool and validate the correctness of the design using logic simulation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Validating designs using logic simulation tools\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components. Processor design, instruction set design, and addressing; control structures and microprogramming; memory management, caches, and memory hierarchies; and interrupts and I/O structures.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Introduction to Computer Architecture covers processor design, instruction sets, control structures, memory management, caches, and I/O structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Processor and instruction set design\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Memory management and caching\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Interrupts and I/O structures\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"2f7b9c879758dbd94e5a65aab20da54fcec94aae72a3b940c8aceb78b7f76209","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lectures are totally worthless, just read the book as his lectures and homework all are based off it. A bit hard to understand. I have found him to be unfriendly and unhelpful in office hours as well.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2009-11-09 14:44:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"370e3097d6e4113f7a81361c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE2MzM2NDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Meaningless lectures and tough grade on Quartus Project.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2012-12-30 21:06:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4a3fff1e0491827b4a2ef7f\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxMTg3Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Gives unclear and bad explanations about material. Hence its same as attending or missing lectures. Makes bad jokes in class. Does a peer grading in which students grade each other and can see the names of the ppl they r grading which can cause partiality. The only way one can learn is self studying in this class. Better take CS 552 with karu\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-20 01:36:47 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7ab485a9038bea32813ee9c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNjIzMzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"extremely rude, never take again\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2017-11-28 20:22:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"34dfbffe5bdf1fcc666fedf1\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4OTgyMDE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"}],\"evidence_count\":4,\"review_ids\":[\"370e3097d6e4113f7a81361c\",\"b4a3fff1e0491827b4a2ef7f\",\"f7ab485a9038bea32813ee9c\",\"34dfbffe5bdf1fcc666fedf1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1202050\",\"summary\":\"Cited reviews describe Yu Hen Hu's lectures as unclear, worthless, or rude, with students finding him unhelpful in office hours.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Great Prof for a difficult class. Makes some good jokes during class too. Responsive for email question on project. Highly recommend!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2011-03-28 20:32:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3ba0400031815eb86698aae\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE4MzIzNzkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Don't take this class unless you're prepared to do a lot of work. If you need to take the class, Karu is a great professor, and is very helpful with course materials. Don't expect him to catch you up after skipping class or not paying attention though.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-13 14:41:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd7fa6b83b784c93a5ebd1b5\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNzQ3NTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"One of the best professors I've had. The class is a lot of work, but as long as you put in the time, the grading is pretty lenient. If you are going to take this class, I'd highly recommend Karu.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-23 10:46:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d822bea8fabdbba4f0b38e02\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE1ODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Karu is a great instructor. He is passionate about the material and really knows what he's talking about. Projects are long and challenging, but grading is very straightforward. Homework is pretty easy and exams are fair. I recommend taking 552 in the spring with the CS department, as those who teach 552 in the ECE department are not that great.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2016-04-07 16:23:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d48eb700520a84c15716d45f\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2MjUxNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"}],\"evidence_count\":4,\"review_ids\":[\"b3ba0400031815eb86698aae\",\"dd7fa6b83b784c93a5ebd1b5\",\"d822bea8fabdbba4f0b38e02\",\"d48eb700520a84c15716d45f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1507230\",\"name\":\"Karthikeyan Sankaralingam\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1507230\",\"summary\":\"Cited reviews praise Karthikeyan Sankaralingam for being helpful, passionate, and fair, recommending him despite the class difficulty.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Parmesh cares so little about his class that it's almost insulting.  His slides were made by Mike Morrow and his homeworks are recycled form years past.  AVOID HIM!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-03 19:49:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d7f17bcda039b7a06b64362b\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDI1MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"},{\"comment\":\"Worst professor I have had in my four years. Absolutely no guidelines for the major project that's going to take 120+ hours and it's only worth 30% of the final grade. Exams are horribly tough (30% of the class got below a 50% on the midterm). Really hard to understand him in lecture. Would not advise taking him for any class.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2015-05-22 13:50:15 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"86bd0435dcb09cb593955173\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0ODg4NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"}],\"evidence_count\":2,\"review_ids\":[\"d7f17bcda039b7a06b64362b\",\"86bd0435dcb09cb593955173\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:869246\",\"summary\":\"Cited reviews criticize Parmesh Ramanathan for providing recycled materials and lacking clear guidelines for major projects.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"This professor has little understanding of the materials he provided to students and those materials are always unclear. He always makes mistakes in everywhere including homework descriptions and project descriptions which confuses students a lot.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2019-03-08 23:30:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"752e3d4861b6773bf8fb45e7\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxNDE4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Seems to care a lot about students learning. Approachable and knowledgeable.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2019-04-02 17:35:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1b2cb07c75d7881c898bbd70\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxNTE2Njcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Matt is the best professor I've had at UW-Madison. He's incredibly knowledgeable, very giving of his time, and super helpful on anything you find confusing. That being said, this class is also the hardest I've taken at UW-Madison. Time-intensive semester-long project, coupled with difficult material. Matt gives you everything you need to succeed.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2022-04-26 19:06:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"437472483e6513ec61b7c999\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTU5ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"552 is an INSANE amount of work for a 3-credit class. But there is no better prof than Matt Sinclair. He is a genuinely god-tier human being. The problems, examples, and explanations he gives will force you to learn and understand the content. He will answer your Piazza posts at 1am. And he REALLY cares about every student in class. 10/10 professor\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2023-05-08 07:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a93c931a19dc35eb9b49d7b\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"}],\"evidence_count\":4,\"review_ids\":[\"752e3d4861b6773bf8fb45e7\",\"1b2cb07c75d7881c898bbd70\",\"437472483e6513ec61b7c999\",\"4a93c931a19dc35eb9b49d7b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2465736\",\"summary\":\"Cited reviews note Matthew Sinclair's course involves a time-intensive semester-long project and difficult material, but he provides support and extra credit opportunities.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Karu is very understanding and wants to help students. He has extended deadlines and has been very flexible during online classes from covid. He is very passionate and you can tell he knows a lot about the topic. My only problem is that sometimes the audio on his lecture cuts out as well as a disorganized webpage.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2020-11-13 00:52:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f3f89d25d389ee36548e552e\",\"instructor_id\":\"rmp:2637168\",\"instructor_name\":\"Karu Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzODEwMjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2637168\"}],\"evidence_count\":1,\"review_ids\":[\"f3f89d25d389ee36548e552e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2637168\",\"name\":\"Karu Sankaralingam\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2637168\",\"summary\":\"Cited reviews mention a disorganized webpage and audio issues for Karu Sankaralingam, though he is described as understanding and flexible.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Setareh is amazing. She grades fairly, and though her classes are tough they are interesting. She cares about her students and is extremely approachable. She makes sure to really reiterate that no question is a bad question. Many professors say it, but she actually believes it and practices it.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 18:48:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0832e4b1dbaa33dc9c7f0216\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Although ECE552 is an intensive and difficult class, Setareh makes it interesting and fun! She cares about her students and is always willing to stay after class to explain challenging concepts. She seems to know each students names which I find incredibly impressive, and she always checks to see if students understand topics. Great professor!!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 19:28:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"75af01814a99cd2071e28149\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Caring, patient and passionate. Always available even beyond office hours. Coming as an exchange from a Global T10-ish, this course is hard (extremely hard for an CS Undergrad like me), but Setareh and TAs will go the extra mile to break difficult concepts down. She will always check if you're feeling okay and listen to issues beyond the course! \",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-25 21:24:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"853c371ed8a69c4bae8aacdc\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Setareh is an extremely caring professor who goes above and beyond to make sure that her student's succeed. 552 is a hard course that made my brain hurt more than once, but she was there to help us through it. I am fairly confident that there would have been a lot more tears if not for Setareh!!! If you are reading this UW, give her a raise :)\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-05-08 03:46:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"236f572f162dfc7f19ca253e\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDAxOTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":4,\"review_ids\":[\"0832e4b1dbaa33dc9c7f0216\",\"75af01814a99cd2071e28149\",\"853c371ed8a69c4bae8aacdc\",\"236f572f162dfc7f19ca253e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2827328\",\"summary\":\"Cited reviews praise Setareh Behroozi for being caring, approachable, and effective at explaining challenging concepts in a tough course.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-789789da373eecc1ff75f626","output_id":"6050dd542d09bb0acddce307416e80cca66bed7cb8e9e05c93d69232f3a15051","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n1a\",\"n1b\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 352andE C E/COMP SCI 354\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 352\",\"id\":\"n1a\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n1b\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"Fixed unreachable node n3 by connecting it to root n0 as an alternative condition.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-789789da373eecc1ff75f626","output_id":"6050dd542d09bb0acddce307416e80cca66bed7cb8e9e05c93d69232f3a15051","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra, combinational logic analysis and synthesis, synchronous and asynchronous sequential logic analysis and design, digital subsystems, computer organization and design.\"},{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language with a focus on the low-level interrelationships and impacts on performance. Topics include the virtual address space and virtual memory, the heap and dynamic memory management, the memory hierarchy and caching, assembly language and the stack, communication and interrupts/signals, compiling and assemblers/linkers.\"}],\"text\":\"Digital logic design and computer organization fundamentals.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language\"}],\"text\":\"C programming language.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"knowledge of Verilog is recommended\"}],\"text\":\"Verilog.\"}],\"search_phrases\":[\"computer architecture design\",\"processor design instruction set\",\"memory hierarchy caches\",\"microprogramming control structures\",\"interrupts I/O structures\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caching.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupt and I/O structure design.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components.\"}],\"text\":\"Introduction to computer architecture covering processor, memory, and I/O system design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caches.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupts and I/O structures.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-789789da373eecc1ff75f626","output_id":"6050dd542d09bb0acddce307416e80cca66bed7cb8e9e05c93d69232f3a15051","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-79348710a077dbb34341f483","output_id":"599a9c96e1e1343b2323a1bf0a9f871058cab1f0cc75471b7481d0d8159f8d7c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 352\",\"id\":\"n352\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n354\",\"kind\":\"course\"},{\"children\":[\"n352\",\"n354\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354)\",\"id\":\"nall\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"or graduate/professional standing\",\"id\":\"nstanding\",\"kind\":\"condition\"},{\"children\":[\"nall\",\"nstanding\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"root\",\"kind\":\"any\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-79348710a077dbb34341f483","output_id":"599a9c96e1e1343b2323a1bf0a9f871058cab1f0cc75471b7481d0d8159f8d7c","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a pipelined RISC micro-processor system with data cache using computer aided design tool and validate the correctness of the design using logic simulation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use standard performance metrics to compare performance of different digital systems\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"E C E 551or knowledge of Verilog is recommended.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"ECE 551 or knowledge of Verilog\"}],\"search_phrases\":[\"computer architecture\",\"RISC processor design\",\"pipelining hazards\",\"cache subsystems\",\"Verilog\",\"instruction set design\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Design a pipelined data path for a RISC (reduced instruction set computer) instruction set and identify concepts of data dependence, pipelined hazards and out of order execution\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Designing pipelined RISC data paths and identifying hazards\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Design basic data and control cache subsystems and be able to operate basic memory systems\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Designing cache subsystems and operating memory systems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a pipelined RISC micro-processor system with data cache using computer aided design tool and validate the correctness of the design using logic simulation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Validating designs using logic simulation tools\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components. Processor design, instruction set design, and addressing; control structures and microprogramming; memory management, caches, and memory hierarchies; and interrupts and I/O structures.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Introduction to Computer Architecture covers processor design, instruction sets, control structures, memory management, caches, and I/O structures.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Processor and instruction set design\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Memory management and caching\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Interrupts and I/O structures\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"fb345decd6824826f5710e3b1e252da76fdb57e3cb4448ab35f6d99d81c50918","record_version_id":"5e5a46191fd8f18d22010fc9e0ab0ef970afdb22cfb9d4a9eb4eed954d2ef88a","job_id":"enrich-79348710a077dbb34341f483","output_id":"599a9c96e1e1343b2323a1bf0a9f871058cab1f0cc75471b7481d0d8159f8d7c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lectures are totally worthless, just read the book as his lectures and homework all are based off it. A bit hard to understand. I have found him to be unfriendly and unhelpful in office hours as well.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2009-11-09 14:44:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"370e3097d6e4113f7a81361c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE2MzM2NDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Meaningless lectures and tough grade on Quartus Project.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2012-12-30 21:06:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4a3fff1e0491827b4a2ef7f\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxMTg3Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Gives unclear and bad explanations about material. Hence its same as attending or missing lectures. Makes bad jokes in class. Does a peer grading in which students grade each other and can see the names of the ppl they r grading which can cause partiality. The only way one can learn is self studying in this class. Better take CS 552 with karu\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-20 01:36:47 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f7ab485a9038bea32813ee9c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNjIzMzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"extremely rude, never take again\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2017-11-28 20:22:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"34dfbffe5bdf1fcc666fedf1\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4OTgyMDE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"}],\"evidence_count\":4,\"review_ids\":[\"370e3097d6e4113f7a81361c\",\"b4a3fff1e0491827b4a2ef7f\",\"f7ab485a9038bea32813ee9c\",\"34dfbffe5bdf1fcc666fedf1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1202050\",\"summary\":\"Cited reviews describe Yu Hen Hu's lectures as unclear, worthless, or rude, with students finding him unhelpful in office hours.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Great Prof for a difficult class. Makes some good jokes during class too. Responsive for email question on project. Highly recommend!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2011-03-28 20:32:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b3ba0400031815eb86698aae\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE4MzIzNzkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Don't take this class unless you're prepared to do a lot of work. If you need to take the class, Karu is a great professor, and is very helpful with course materials. Don't expect him to catch you up after skipping class or not paying attention though.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-13 14:41:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd7fa6b83b784c93a5ebd1b5\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNzQ3NTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"One of the best professors I've had. The class is a lot of work, but as long as you put in the time, the grading is pretty lenient. If you are going to take this class, I'd highly recommend Karu.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-23 10:46:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d822bea8fabdbba4f0b38e02\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE1ODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Karu is a great instructor. He is passionate about the material and really knows what he's talking about. Projects are long and challenging, but grading is very straightforward. Homework is pretty easy and exams are fair. I recommend taking 552 in the spring with the CS department, as those who teach 552 in the ECE department are not that great.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2016-04-07 16:23:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d48eb700520a84c15716d45f\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2MjUxNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"}],\"evidence_count\":4,\"review_ids\":[\"b3ba0400031815eb86698aae\",\"dd7fa6b83b784c93a5ebd1b5\",\"d822bea8fabdbba4f0b38e02\",\"d48eb700520a84c15716d45f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1507230\",\"name\":\"Karthikeyan Sankaralingam\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1507230\",\"summary\":\"Cited reviews praise Karthikeyan Sankaralingam for being helpful, passionate, and fair, recommending him despite the class difficulty.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Parmesh cares so little about his class that it's almost insulting.  His slides were made by Mike Morrow and his homeworks are recycled form years past.  AVOID HIM!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-03 19:49:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d7f17bcda039b7a06b64362b\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDI1MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"},{\"comment\":\"Worst professor I have had in my four years. Absolutely no guidelines for the major project that's going to take 120+ hours and it's only worth 30% of the final grade. Exams are horribly tough (30% of the class got below a 50% on the midterm). Really hard to understand him in lecture. Would not advise taking him for any class.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2015-05-22 13:50:15 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"86bd0435dcb09cb593955173\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0ODg4NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"}],\"evidence_count\":2,\"review_ids\":[\"d7f17bcda039b7a06b64362b\",\"86bd0435dcb09cb593955173\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:869246\",\"summary\":\"Cited reviews criticize Parmesh Ramanathan for providing recycled materials and lacking clear guidelines for major projects.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"This professor has little understanding of the materials he provided to students and those materials are always unclear. He always makes mistakes in everywhere including homework descriptions and project descriptions which confuses students a lot.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2019-03-08 23:30:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"752e3d4861b6773bf8fb45e7\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxNDE4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Seems to care a lot about students learning. Approachable and knowledgeable.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2019-04-02 17:35:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1b2cb07c75d7881c898bbd70\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxNTE2Njcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Matt is the best professor I've had at UW-Madison. He's incredibly knowledgeable, very giving of his time, and super helpful on anything you find confusing. That being said, this class is also the hardest I've taken at UW-Madison. Time-intensive semester-long project, coupled with difficult material. Matt gives you everything you need to succeed.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2022-04-26 19:06:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"437472483e6513ec61b7c999\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTU5ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"552 is an INSANE amount of work for a 3-credit class. But there is no better prof than Matt Sinclair. He is a genuinely god-tier human being. The problems, examples, and explanations he gives will force you to learn and understand the content. He will answer your Piazza posts at 1am. And he REALLY cares about every student in class. 10/10 professor\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2023-05-08 07:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a93c931a19dc35eb9b49d7b\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"}],\"evidence_count\":4,\"review_ids\":[\"752e3d4861b6773bf8fb45e7\",\"1b2cb07c75d7881c898bbd70\",\"437472483e6513ec61b7c999\",\"4a93c931a19dc35eb9b49d7b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2465736\",\"summary\":\"Cited reviews note Matthew Sinclair's course involves a time-intensive semester-long project and difficult material, but he provides support and extra credit opportunities.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Karu is very understanding and wants to help students. He has extended deadlines and has been very flexible during online classes from covid. He is very passionate and you can tell he knows a lot about the topic. My only problem is that sometimes the audio on his lecture cuts out as well as a disorganized webpage.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2020-11-13 00:52:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f3f89d25d389ee36548e552e\",\"instructor_id\":\"rmp:2637168\",\"instructor_name\":\"Karu Sankaralingam\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzODEwMjkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2637168\"}],\"evidence_count\":1,\"review_ids\":[\"f3f89d25d389ee36548e552e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2637168\",\"name\":\"Karu Sankaralingam\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2637168\",\"summary\":\"Cited reviews mention a disorganized webpage and audio issues for Karu Sankaralingam, though he is described as understanding and flexible.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Setareh is amazing. She grades fairly, and though her classes are tough they are interesting. She cares about her students and is extremely approachable. She makes sure to really reiterate that no question is a bad question. Many professors say it, but she actually believes it and practices it.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 18:48:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0832e4b1dbaa33dc9c7f0216\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Although ECE552 is an intensive and difficult class, Setareh makes it interesting and fun! She cares about her students and is always willing to stay after class to explain challenging concepts. She seems to know each students names which I find incredibly impressive, and she always checks to see if students understand topics. Great professor!!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 19:28:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"75af01814a99cd2071e28149\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Caring, patient and passionate. Always available even beyond office hours. Coming as an exchange from a Global T10-ish, this course is hard (extremely hard for an CS Undergrad like me), but Setareh and TAs will go the extra mile to break difficult concepts down. She will always check if you're feeling okay and listen to issues beyond the course! \",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-25 21:24:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"853c371ed8a69c4bae8aacdc\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Setareh is an extremely caring professor who goes above and beyond to make sure that her student's succeed. 552 is a hard course that made my brain hurt more than once, but she was there to help us through it. I am fairly confident that there would have been a lot more tears if not for Setareh!!! If you are reading this UW, give her a raise :)\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-05-08 03:46:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"236f572f162dfc7f19ca253e\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDAxOTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":4,\"review_ids\":[\"0832e4b1dbaa33dc9c7f0216\",\"75af01814a99cd2071e28149\",\"853c371ed8a69c4bae8aacdc\",\"236f572f162dfc7f19ca253e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2827328\",\"summary\":\"Cited reviews praise Setareh Behroozi for being caring, approachable, and effective at explaining challenging concepts in a tough course.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5b21308d62870142a1f2cb2d22ae2c0e9108645eac560f235b54c9cb196f606d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n1a\",\"n1b\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 352andE C E/COMP SCI 354\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 352\",\"id\":\"n1a\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n1b\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"Fixed unreachable node n3 by connecting it to root n0 as an alternative condition.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5b21308d62870142a1f2cb2d22ae2c0e9108645eac560f235b54c9cb196f606d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra, combinational logic analysis and synthesis, synchronous and asynchronous sequential logic analysis and design, digital subsystems, computer organization and design.\"},{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language with a focus on the low-level interrelationships and impacts on performance. Topics include the virtual address space and virtual memory, the heap and dynamic memory management, the memory hierarchy and caching, assembly language and the stack, communication and interrupts/signals, compiling and assemblers/linkers.\"}],\"text\":\"Digital logic design and computer organization fundamentals.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language\"}],\"text\":\"C programming language.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"knowledge of Verilog is recommended\"}],\"text\":\"Verilog.\"}],\"search_phrases\":[\"computer architecture design\",\"processor design instruction set\",\"memory hierarchy caches\",\"microprogramming control structures\",\"interrupts I/O structures\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caching.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupt and I/O structure design.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components.\"}],\"text\":\"Introduction to computer architecture covering processor, memory, and I/O system design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caches.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupts and I/O structures.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5b21308d62870142a1f2cb2d22ae2c0e9108645eac560f235b54c9cb196f606d","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"552 is an INSANE amount of work for a 3-credit class. But there is no better prof than Matt Sinclair. He is a genuinely god-tier human being. The problems, examples, and explanations he gives will force you to learn and understand the content. He will answer your Piazza posts at 1am. And he REALLY cares about every student in class. 10/10 professor\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2023-05-08 07:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a93c931a19dc35eb9b49d7b\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Don't take this class unless you're prepared to do a lot of work. If you need to take the class, Karu is a great professor, and is very helpful with course materials. Don't expect him to catch you up after skipping class or not paying attention though.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-13 14:41:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd7fa6b83b784c93a5ebd1b5\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNzQ3NTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Caring, patient and passionate. Always available even beyond office hours. Coming as an exchange from a Global T10-ish, this course is hard (extremely hard for an CS Undergrad like me), but Setareh and TAs will go the extra mile to break difficult concepts down. She will always check if you're feeling okay and listen to issues beyond the course! \",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-25 21:24:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"853c371ed8a69c4bae8aacdc\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":3,\"review_ids\":[\"4a93c931a19dc35eb9b49d7b\",\"dd7fa6b83b784c93a5ebd1b5\",\"853c371ed8a69c4bae8aacdc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1507230\",\"name\":\"Karthikeyan Sankaralingam\"},{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"},{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"summary\":\"Students consistently describe the course as having an excessive workload, often described as 'insane' or 'a lot of work' for a 3-credit class.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Setareh is amazing. She grades fairly, and though her classes are tough they are interesting. She cares about her students and is extremely approachable. She makes sure to really reiterate that no question is a bad question. Many professors say it, but she actually believes it and practices it.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 18:48:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0832e4b1dbaa33dc9c7f0216\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Although ECE552 is an intensive and difficult class, Setareh makes it interesting and fun! She cares about her students and is always willing to stay after class to explain challenging concepts. She seems to know each students names which I find incredibly impressive, and she always checks to see if students understand topics. Great professor!!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 19:28:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"75af01814a99cd2071e28149\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Lectures are totally worthless, just read the book as his lectures and homework all are based off it. A bit hard to understand. I have found him to be unfriendly and unhelpful in office hours as well.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2009-11-09 14:44:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"370e3097d6e4113f7a81361c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE2MzM2NDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Parmesh cares so little about his class that it's almost insulting.  His slides were made by Mike Morrow and his homeworks are recycled form years past.  AVOID HIM!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-03 19:49:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d7f17bcda039b7a06b64362b\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDI1MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"}],\"evidence_count\":4,\"review_ids\":[\"0832e4b1dbaa33dc9c7f0216\",\"75af01814a99cd2071e28149\",\"370e3097d6e4113f7a81361c\",\"d7f17bcda039b7a06b64362b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"},{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor; some are praised for clarity and passion, while others are criticized for unclear explanations and poor lecture organization.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Mikko is very knowledgeable in architecture. His classes relied heavily on long and dense online lectures that he reviewed in class. He quizzes you on the online lectures. Group projects require a good amount of work and effort. He gives you opportunities to get extra credit to make up for the difficult projects. Good guy!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2018-10-04 17:24:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"94fc35e96ebe469b75cd74f0\",\"instructor_id\":\"rmp:304354\",\"instructor_name\":\"Mikko Lipasti\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNTQzODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\"},{\"comment\":\"Worst professor I have had in my four years. Absolutely no guidelines for the major project that's going to take 120+ hours and it's only worth 30% of the final grade. Exams are horribly tough (30% of the class got below a 50% on the midterm). Really hard to understand him in lecture. Would not advise taking him for any class.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2015-05-22 13:50:15 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"86bd0435dcb09cb593955173\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0ODg4NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"},{\"comment\":\"Matt is the best professor I've had at UW-Madison. He's incredibly knowledgeable, very giving of his time, and super helpful on anything you find confusing. That being said, this class is also the hardest I've taken at UW-Madison. Time-intensive semester-long project, coupled with difficult material. Matt gives you everything you need to succeed.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2022-04-26 19:06:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"437472483e6513ec61b7c999\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTU5ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"}],\"evidence_count\":3,\"review_ids\":[\"94fc35e96ebe469b75cd74f0\",\"86bd0435dcb09cb593955173\",\"437472483e6513ec61b7c999\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"},{\"id\":\"rmp:304354\",\"name\":\"Mikko Lipasti\"},{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Projects are described as long, challenging, and time-intensive, often requiring significant group work and effort.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5b21308d62870142a1f2cb2d22ae2c0e9108645eac560f235b54c9cb196f606d","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"a1646f4dc3607ab74e52b69782b4e28770ad28875f1556db775d4cdece6e2c35\",\"course_id\":\"COMPSCI/ECE 552\",\"current_instructors\":[{\"instructor_uid\":\"instructor_0d29a447fd811bf0e3ffe3da\",\"message\":\"No course-specific reviews available\",\"name\":\"George Tzimpragos\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3103121\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.26 GPA, 58.5% A/AB (n=82 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.63 GPA, 82.7% A/AB (n=104 letter grades); Fall 2025: 3.26 GPA, 58.5% A/AB (n=82 letter grades); Spring 2026: 3.67 GPA, 84.4% A/AB (n=90 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ERIC HOFFMAN is recorded teaching in Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"GEORGE TZIMPRAGOS is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"KARTHIKEYAN SANKARALINGAM is recorded teaching in Spring 2008, Spring 2009, Spring 2011, Spring 2013, Spring 2016, Spring 2017, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"MATT SINCLAIR is recorded teaching in Spring 2019, Spring 2020, Spring 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"MIKKO LIPASTI is recorded teaching in Fall 2010, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SETAREH BEHROOZI is recorded teaching in Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"SWAMIT TANNU is recorded teaching in Fall 2021, Fall 2022, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Fall 2008, Fall 2009, Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"08a8261d8e4f5310666eb987bfcee275a90dd8ed73de10c1e3fa895797334998","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E/COMP SCI 352andE C E/COMP SCI 354) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n1a\",\"n1b\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 352andE C E/COMP SCI 354\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 352\",\"id\":\"n1a\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n1b\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"Fixed unreachable node n3 by connecting it to root n0 as an alternative condition.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"08a8261d8e4f5310666eb987bfcee275a90dd8ed73de10c1e3fa895797334998","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra, combinational logic analysis and synthesis, synchronous and asynchronous sequential logic analysis and design, digital subsystems, computer organization and design.\"},{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language with a focus on the low-level interrelationships and impacts on performance. Topics include the virtual address space and virtual memory, the heap and dynamic memory management, the memory hierarchy and caching, assembly language and the stack, communication and interrupts/signals, compiling and assemblers/linkers.\"}],\"text\":\"Digital logic design and computer organization fundamentals.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language\"}],\"text\":\"C programming language.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"knowledge of Verilog is recommended\"}],\"text\":\"Verilog.\"}],\"search_phrases\":[\"computer architecture design\",\"processor design instruction set\",\"memory hierarchy caches\",\"microprogramming control structures\",\"interrupts I/O structures\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caching.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupt and I/O structure design.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO COMPUTER ARCHITECTURE\"},{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"The design of computer systems and components.\"}],\"text\":\"Introduction to computer architecture covering processor, memory, and I/O system design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"Processor design, instruction set design, and addressing\"}],\"text\":\"Processor and instruction set design.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"control structures and microprogramming\"}],\"text\":\"Control structures and microprogramming.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"memory management, caches, and memory hierarchies\"}],\"text\":\"Memory management and caches.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 552\",\"field\":\"description\",\"quote\":\"interrupts and I/O structures\"}],\"text\":\"Interrupts and I/O structures.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"08a8261d8e4f5310666eb987bfcee275a90dd8ed73de10c1e3fa895797334998","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"552 is an INSANE amount of work for a 3-credit class. But there is no better prof than Matt Sinclair. He is a genuinely god-tier human being. The problems, examples, and explanations he gives will force you to learn and understand the content. He will answer your Piazza posts at 1am. And he REALLY cares about every student in class. 10/10 professor\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2023-05-08 07:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a93c931a19dc35eb9b49d7b\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"},{\"comment\":\"Don't take this class unless you're prepared to do a lot of work. If you need to take the class, Karu is a great professor, and is very helpful with course materials. Don't expect him to catch you up after skipping class or not paying attention though.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-05-13 14:41:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd7fa6b83b784c93a5ebd1b5\",\"instructor_id\":\"rmp:1507230\",\"instructor_name\":\"Karthikeyan Sankaralingam\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxNzQ3NTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\"},{\"comment\":\"Caring, patient and passionate. Always available even beyond office hours. Coming as an exchange from a Global T10-ish, this course is hard (extremely hard for an CS Undergrad like me), but Setareh and TAs will go the extra mile to break difficult concepts down. She will always check if you're feeling okay and listen to issues beyond the course! \",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-25 21:24:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"853c371ed8a69c4bae8aacdc\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjcwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":3,\"review_ids\":[\"4a93c931a19dc35eb9b49d7b\",\"dd7fa6b83b784c93a5ebd1b5\",\"853c371ed8a69c4bae8aacdc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1507230\",\"name\":\"Karthikeyan Sankaralingam\"},{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"},{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"summary\":\"Students consistently describe the course as having an excessive workload, often described as 'insane' or 'a lot of work' for a 3-credit class.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Setareh is amazing. She grades fairly, and though her classes are tough they are interesting. She cares about her students and is extremely approachable. She makes sure to really reiterate that no question is a bad question. Many professors say it, but she actually believes it and practices it.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 18:48:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0832e4b1dbaa33dc9c7f0216\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Although ECE552 is an intensive and difficult class, Setareh makes it interesting and fun! She cares about her students and is always willing to stay after class to explain challenging concepts. She seems to know each students names which I find incredibly impressive, and she always checks to see if students understand topics. Great professor!!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2024-04-24 19:28:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"75af01814a99cd2071e28149\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjU0ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"},{\"comment\":\"Lectures are totally worthless, just read the book as his lectures and homework all are based off it. A bit hard to understand. I have found him to be unfriendly and unhelpful in office hours as well.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2009-11-09 14:44:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"370e3097d6e4113f7a81361c\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE2MzM2NDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Parmesh cares so little about his class that it's almost insulting.  His slides were made by Mike Morrow and his homeworks are recycled form years past.  AVOID HIM!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2013-12-03 19:49:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d7f17bcda039b7a06b64362b\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDI1MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"}],\"evidence_count\":4,\"review_ids\":[\"0832e4b1dbaa33dc9c7f0216\",\"75af01814a99cd2071e28149\",\"370e3097d6e4113f7a81361c\",\"d7f17bcda039b7a06b64362b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"},{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor; some are praised for clarity and passion, while others are criticized for unclear explanations and poor lecture organization.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Mikko is very knowledgeable in architecture. His classes relied heavily on long and dense online lectures that he reviewed in class. He quizzes you on the online lectures. Group projects require a good amount of work and effort. He gives you opportunities to get extra credit to make up for the difficult projects. Good guy!\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2018-10-04 17:24:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"94fc35e96ebe469b75cd74f0\",\"instructor_id\":\"rmp:304354\",\"instructor_name\":\"Mikko Lipasti\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNTQzODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\"},{\"comment\":\"Worst professor I have had in my four years. Absolutely no guidelines for the major project that's going to take 120+ hours and it's only worth 30% of the final grade. Exams are horribly tough (30% of the class got below a 50% on the midterm). Really hard to understand him in lecture. Would not advise taking him for any class.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2015-05-22 13:50:15 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"86bd0435dcb09cb593955173\",\"instructor_id\":\"rmp:869246\",\"instructor_name\":\"Parmesh Ramanathan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0ODg4NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\"},{\"comment\":\"Matt is the best professor I've had at UW-Madison. He's incredibly knowledgeable, very giving of his time, and super helpful on anything you find confusing. That being said, this class is also the hardest I've taken at UW-Madison. Time-intensive semester-long project, coupled with difficult material. Matt gives you everything you need to succeed.\",\"course_id\":\"COMPSCI/ECE 552\",\"date\":\"2022-04-26 19:06:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"437472483e6513ec61b7c999\",\"instructor_id\":\"rmp:2465736\",\"instructor_name\":\"Matthew Sinclair\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTU5ODQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\"}],\"evidence_count\":3,\"review_ids\":[\"94fc35e96ebe469b75cd74f0\",\"86bd0435dcb09cb593955173\",\"437472483e6513ec61b7c999\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2465736\",\"name\":\"Matthew Sinclair\"},{\"id\":\"rmp:304354\",\"name\":\"Mikko Lipasti\"},{\"id\":\"rmp:869246\",\"name\":\"Parmesh Ramanathan\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Projects are described as long, challenging, and time-intensive, often requiring significant group work and effort.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_45a9d9a05cba4d5b592ac7a3","course_id":"COMPSCI/ECE 552","catalog_version_id":"edad5db290468c4fbd0b709e4e0c5f1ea3ee6f5753099ffb84a6bff95f9c1ddc","record_version_id":"4dffe155238fbb670a623470eaf118457799ce375182d205f2bbc747e3b0cad7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"08a8261d8e4f5310666eb987bfcee275a90dd8ed73de10c1e3fa895797334998","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a1646f4dc3607ab74e52b69782b4e28770ad28875f1556db775d4cdece6e2c35\",\"course_id\":\"COMPSCI/ECE 552\",\"current_instructors\":[{\"instructor_uid\":\"instructor_0d29a447fd811bf0e3ffe3da\",\"message\":\"No course-specific reviews available\",\"name\":\"George Tzimpragos\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3103121\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.26 GPA, 58.5% A/AB (n=82 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Parmesh Ramanathan\",\"review_date\":\"2015-05-22 13:50:15 +0000 UTC\",\"review_id\":\"86bd0435dcb09cb593955173\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:869246\",\"source_review_id\":\"UmF0aW5nLTI0ODg4NjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/869246\",\"type\":\"review\"},{\"instructor_name\":\"Mikko Lipasti\",\"review_date\":\"2018-10-04 17:24:10 +0000 UTC\",\"review_id\":\"94fc35e96ebe469b75cd74f0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:304354\",\"source_review_id\":\"UmF0aW5nLTMwNTQzODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Sinclair\",\"review_date\":\"2023-05-08 07:00:38 +0000 UTC\",\"review_id\":\"4a93c931a19dc35eb9b49d7b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2465736\",\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\",\"type\":\"review\"}],\"text\":\"Historical reviews of Matthew Sinclair, Mikko Lipasti, Parmesh Ramanathan: Reviewers characterize the workload as intense, citing long group projects, dense online lectures, and difficult exams that require significant outside effort and preparation.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Eric Hoffman\",\"review_date\":\"2014-05-12 17:57:46 +0000 UTC\",\"review_id\":\"c44d6e2c66b74c05c986db68\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1803736\",\"source_review_id\":\"UmF0aW5nLTIzMjI4OTc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1803736\",\"type\":\"review\"}],\"text\":\"George Tzimpragos is the current instructor. Historical reviews for Eric Hoffman describe him as helpful and knowledgeable in a flipped format, though requiring outside reading.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Matthew Sinclair\",\"review_date\":\"2023-05-08 07:00:38 +0000 UTC\",\"review_id\":\"4a93c931a19dc35eb9b49d7b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2465736\",\"source_review_id\":\"UmF0aW5nLTM3ODU0NDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2465736\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-04-24 18:48:25 +0000 UTC\",\"review_id\":\"0832e4b1dbaa33dc9c7f0216\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5MjU0MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Historical reviews describe Matthew Sinclair and Setareh Behroozi as highly caring and approachable instructors who support student success despite the course's inherent difficulty.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.63 GPA, 82.7% A/AB (n=104 letter grades); Fall 2025: 3.26 GPA, 58.5% A/AB (n=82 letter grades); Spring 2026: 3.67 GPA, 84.4% A/AB (n=90 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Karthikeyan Sankaralingam\",\"review_date\":\"2016-04-07 16:23:37 +0000 UTC\",\"review_id\":\"d48eb700520a84c15716d45f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1507230\",\"source_review_id\":\"UmF0aW5nLTI2MjUxNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1507230\",\"type\":\"review\"},{\"instructor_name\":\"Mikko Lipasti\",\"review_date\":\"2018-10-04 17:24:10 +0000 UTC\",\"review_id\":\"94fc35e96ebe469b75cd74f0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:304354\",\"source_review_id\":\"UmF0aW5nLTMwNTQzODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\",\"type\":\"review\"},{\"instructor_name\":\"Swamit Tannu\",\"review_date\":\"2024-12-23 16:36:12 +0000 UTC\",\"review_id\":\"85877cbbcc3c5d87b6e91c74\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2833415\",\"source_review_id\":\"UmF0aW5nLTQwNDIzMjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2833415\",\"type\":\"review\"}],\"text\":\"Historical reviews of Karthikeyan Sankaralingam, Mikko Lipasti, Swamit Tannu: Students note that success often depends on having a strong group for projects and engaging with the material outside of class, as the course demands substantial independent study and collaboration.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ERIC HOFFMAN is recorded teaching in Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"GEORGE TZIMPRAGOS is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"KARTHIKEYAN SANKARALINGAM is recorded teaching in Spring 2008, Spring 2009, Spring 2011, Spring 2013, Spring 2016, Spring 2017, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"MATT SINCLAIR is recorded teaching in Spring 2019, Spring 2020, Spring 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"MIKKO LIPASTI is recorded teaching in Fall 2010, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SETAREH BEHROOZI is recorded teaching in Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"SWAMIT TANNU is recorded teaching in Fall 2021, Fall 2022, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 552\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"source_record\":{\"entity_id\":\"d5fe8d3d-c558-3d58-a82f-7956ed122240\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Fall 2008, Fall 2009, Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]