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Very good instructor, understands compilers well, and cares about students.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2015-01-21 18:55:09 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ff2341a59f176482ec2e646f\",\"instructor_id\":\"rmp:1971528\",\"instructor_name\":\"Drew Davidson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MzE3MjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Great guy, makes sure you understand the concepts. He makes compilers fun and interesting! Homeworks and projects are reasonable and build up on previous material covered. If lectures prove to be difficult, his online notes clear up any confusion.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-02-21 11:37:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bc1f7b912af855cbd2d8c366\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NTgzNTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Good at breaking down concepts in an understandable way, always willing to go back and answer questions to make sure everyone understands the material, holds useful review sessions before tests.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-15 19:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a6f1490c96717be2c0882754\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMDQ0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Best professor so far I had at UW Madison. Nice and caring person. He made compilers super easy and have reviewed a lot of concepts in computer science like NFA and CFG. I was having trouble understanding these topics before but Beck taught it so well in this class that it all made sense. Super rewarding class, project heavy but well worth it!\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-07-31 23:06:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6bf7a456c275f3d4338db5db\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MTM0OTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Great at breaking concepts down in an understandable way. He's got a good dry sense of humor as well.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-05-20 05:15:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"797511308523e6c2a061f090\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzgwNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":11,\"review_ids\":[\"d1711f2dc64e32e59e19d76e\",\"55f60cc7dc315fcc8052d1fb\",\"8adbaaf5efb598cd78af4b66\",\"ff2341a59f176482ec2e646f\",\"97c37426c0f4f0da8cb621a3\",\"bc1f7b912af855cbd2d8c366\",\"a6f1490c96717be2c0882754\",\"a1cb1f913d1e9c89de9f8dd6\",\"6bf7a456c275f3d4338db5db\",\"c8b18c3104476f5a810b2962\",\"797511308523e6c2a061f090\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:1971528\",\"name\":\"Drew Davidson\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2007\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are generally praised for clear explanations, engaging lectures, and making complex topics digestible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I took compilers from Fischer in Fall 2013. Assignments were cumulative & difficult, but he allowed extra credit; It's difficult, but DO IT. It's worth the trouble. I spent a lot of time asking him questions in office hours, he was extremely helpful.I learned  a lot from him (he really knows his stuff). He wrote the textbook after all..\",\"course_id\":\"COMPSCI 536\",\"date\":\"2014-04-16 00:34:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7292f52c2d0cd8175f15280c\",\"instructor_id\":\"rmp:1056518\",\"instructor_name\":\"Charles Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIzMDQ1NTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\"},{\"comment\":\"Good professor - I only went to class a few times because the slides/online notes were very good. Pretty good amount of work, but not too conceptually difficult.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-04-27 18:14:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b1a00f04db4ef342439a2288\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2Mzk2NjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Programming projects were way too long and complicated, and often failed to reinforce the information learned in class. I found the professor's homework assignments to be very tedious, and left way too much room for interpretation and contained plenty of vague wording, which is what you don't want on a programming project.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-11-10 17:16:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e5c25a208a32ab645bb5e442\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMwNjk4NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"I recommend that all CS students take programming languages/compilers. It's a fundamental area of CS along with algos and OS and will benefit you greatly. Loris is one of the best profs teaching this course, and he is a skilled and funny lecturer. The coding assignments are tough(build a compiler) but great experience working with large code bases.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2019-05-07 01:35:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a0167809d93582cbee6fcc6f\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzkxMjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"You wont just learn how a compiler works, youll build one from start to finish! This is no small task, which is why its split into 6 projects (20 hours/project) that build on each other. Can still be quite nerve-racking. Aws is a friendly fellow. TL;DR Not easy but highly instructive\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-01-09 22:46:32 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"996540970f35b77300c72e6c\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NzI0Nzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Lots of info in one semester, but definitely manageable. Lectures were engaging, projects were good, but some used tools older than the students with bad documentation, which was frustrating at times. Midterm & exam weren't too bad, but definitely required some studying. I'd take a course w/ him again for sure.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-12-22 18:54:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"60c62cfdae22a0af8855e1f0\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NjMzNzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":7,\"review_ids\":[\"7292f52c2d0cd8175f15280c\",\"b1a00f04db4ef342439a2288\",\"4feae23d41d5c34896738542\",\"e5c25a208a32ab645bb5e442\",\"a0167809d93582cbee6fcc6f\",\"996540970f35b77300c72e6c\",\"60c62cfdae22a0af8855e1f0\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as heavy and cumulative, with large programming projects, though some find it manageable and rewarding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Somesh is a very helpful professor. There is no textbook for the class and his notes he gives in class are very helpful. Midterms aren't too bad, some of the questions are similar to past exams. Overall a very good class and clear professor.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2012-04-15 23:03:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"55f60cc7dc315fcc8052d1fb\",\"instructor_id\":\"rmp:981721\",\"instructor_name\":\"Somesh Jha\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMDU0NDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/981721\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"55f60cc7dc315fcc8052d1fb\",\"97c37426c0f4f0da8cb621a3\",\"a1cb1f913d1e9c89de9f8dd6\",\"c8b18c3104476f5a810b2962\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"summary\":\"Exams and assignments are generally considered fair, with clear criteria and helpful review sessions.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"His teaching style doesn't help you learn the material at all. Slides basically summarized the online reading but were full of errors. If you want to see a funny guy, take his class. If you want a good teacher, avoid him.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-12-15 14:24:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"919058e76142d39652759679\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3NTEyNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"While it wasn't a pleasant experience taking compiler, he tried. His lecture requires many revision to understand. The biggest problem was practice test was nothing like the real one. And assignments were vague. Though I need to say he is fairly lenient in terms of curving. And office hours were not the most helpful. So a lot of self study require\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-05-12 17:12:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"39817a9ed4bf75a0e6b12491\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0Nzc1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Beck is a nice professor that is clearly very knowledgeable about the topics of compilers, but is incredibly boring during lecture. Thankfully, all of the lecture notes are posted online afterwards, making lecture optional, but effectively having to self-study the course due to the dullness of instruction is absolutely a negative.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2024-05-20 05:41:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"71859049613cebcc20224d89\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM5NDk1NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"919058e76142d39652759679\",\"4feae23d41d5c34896738542\",\"39817a9ed4bf75a0e6b12491\",\"71859049613cebcc20224d89\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Some students appreciated online notes and resources, while others found vague assignments or slow grading periods frustrating.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6297774090a23369b278004676f7030871090bbaa7bfd15a51069e844290b605","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"591a6b2492a116969b44406f797b226bced885437c65ce4e300453cb7e7fafa2\",\"course_id\":\"COMPSCI 536\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ed568aeb692a4788be5c3b07\",\"message\":\"Summary generation failed\",\"name\":\"Aws Albarghouthi\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2240014\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 2.99 GPA, 46.9% A/AB (n=81 letter grades); Fall 2021: 3.21 GPA, 57.7% A/AB (n=71 letter grades); Fall 2025: 3.11 GPA, 50.0% A/AB (n=52 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_ed568aeb692a4788be5c3b07\",\"mode\":\"professor\"},{\"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 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.29 GPA, 67.5% A/AB (n=126 letter grades); Fall 2025: 3.11 GPA, 50.0% A/AB (n=52 letter grades); Spring 2026: 2.99 GPA, 44.6% A/AB (n=65 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"ANDREW DAVIDSON is recorded teaching in Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AWS ALBARGHOUTHI is recorded teaching in Fall 2015, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":10,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":10,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"BECK HASTI is recorded teaching in Spring 2013, Spring 2014, Spring 2022, Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"CHARLES FISCHER is recorded teaching in Spring 2007, Spring 2008, Fall 2012, Fall 2013, Spring 2015, Spring 2016, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"LORIS D'ANTONI is recorded teaching in Spring 2016, Fall 2016, Spring 2018, Spring 2019, Spring 2020, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"}],\"text\":\"SOMESH JHA is recorded teaching in Spring 2012. 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\": \"professor\", \"instructor_uid\": \"instructor_ed568aeb692a4788be5c3b07\", \"error\": \"ModelAPIError: Connection 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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"63f3fc0134b3ebe468d230b58b91f4e1033d0ddedd3b24e9a300b48c26a78163","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"COMP SCI 367 or400\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"COMP SCI 367\",\"course\":null,\"evidence\":\"COMP SCI 367\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"COMPSCI 367 is mentioned in requirements_text but not found in linked_courses or tool results; treated as a verbatim condition requiring review.\",\"The phrase 'E C E/COMP SCI 354and' is parsed as a conjunction between the course 354 and the subsequent group.\",\"COMPSCI 400 appears twice in the tree (n6 and n8) because it is part of an OR group with 367, and the text structure implies (354 AND (367 OR 400)).\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"63f3fc0134b3ebe468d230b58b91f4e1033d0ddedd3b24e9a300b48c26a78163","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"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.\"},{\"course_id\":\"COMPSCI 400\",\"field\":\"description\",\"quote\":\"Covers balanced search trees, graphs, graph traversal algorithms, hash tables and sets, and complexity analysis and about classes of problems that require each data type. Involves design and implementation using high quality professional code\"}],\"text\":\"Fundamental computer system structures, C programming, and advanced data structures/algorithm implementation.\"}],\"search_phrases\":[\"compiler design theory\",\"programming language implementation\",\"machine organization\",\"C programming compilers\",\"data structures implementation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Several programming projects required.\"}],\"text\":\"Compiler design theory and practice, analyzing language features for implementation, and software project development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO PROGRAMMING LANGUAGES AND COMPILERS\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design. Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Introduction to programming languages and compilers, covering theory, practice, and language feature implications for implementation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Compiler design theory and practice\"},{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Programming language features and implementation implications\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"63f3fc0134b3ebe468d230b58b91f4e1033d0ddedd3b24e9a300b48c26a78163","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Likes the subject and is writing a text on compilers.  Has a lot of energy in his lectures and is funny in his way.  Sometimes his lectures seem unrelated to the projects, but eventually it all ties together.  Enjoyed the class and learned a great deal without being overwhelmed.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2007-11-15 17:47:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d1711f2dc64e32e59e19d76e\",\"instructor_id\":\"rmp:1056518\",\"instructor_name\":\"Charles Fischer\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTEzNjYxODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\"},{\"comment\":\"Somesh is a very helpful professor. There is no textbook for the class and his notes he gives in class are very helpful. Midterms aren't too bad, some of the questions are similar to past exams. Overall a very good class and clear professor.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2012-04-15 23:03:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"55f60cc7dc315fcc8052d1fb\",\"instructor_id\":\"rmp:981721\",\"instructor_name\":\"Somesh Jha\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMDU0NDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/981721\"},{\"comment\":\"Drew was an amazing teacher. He put a ton of time into the class and explains things very well. He responds to Piazza usually in under 10 minutes if there are any questions.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2014-12-31 02:15:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8adbaaf5efb598cd78af4b66\",\"instructor_id\":\"rmp:1971528\",\"instructor_name\":\"Drew Davidson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MjA5MDE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\"},{\"comment\":\"Drew does an excellent job of explaining important concepts in his lectures. He does a great job of reading the room, and going into more detail on subjects that students are struggling with. I always had the opportunity to ask questions and have things explained if needed. Very good instructor, understands compilers well, and cares about students.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2015-01-21 18:55:09 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ff2341a59f176482ec2e646f\",\"instructor_id\":\"rmp:1971528\",\"instructor_name\":\"Drew Davidson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MzE3MjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Great guy, makes sure you understand the concepts. He makes compilers fun and interesting! Homeworks and projects are reasonable and build up on previous material covered. If lectures prove to be difficult, his online notes clear up any confusion.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-02-21 11:37:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bc1f7b912af855cbd2d8c366\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NTgzNTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Good at breaking down concepts in an understandable way, always willing to go back and answer questions to make sure everyone understands the material, holds useful review sessions before tests.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-15 19:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a6f1490c96717be2c0882754\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMDQ0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Best professor so far I had at UW Madison. Nice and caring person. He made compilers super easy and have reviewed a lot of concepts in computer science like NFA and CFG. I was having trouble understanding these topics before but Beck taught it so well in this class that it all made sense. Super rewarding class, project heavy but well worth it!\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-07-31 23:06:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6bf7a456c275f3d4338db5db\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MTM0OTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Great at breaking concepts down in an understandable way. He's got a good dry sense of humor as well.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-05-20 05:15:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"797511308523e6c2a061f090\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzgwNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":11,\"review_ids\":[\"d1711f2dc64e32e59e19d76e\",\"55f60cc7dc315fcc8052d1fb\",\"8adbaaf5efb598cd78af4b66\",\"ff2341a59f176482ec2e646f\",\"97c37426c0f4f0da8cb621a3\",\"bc1f7b912af855cbd2d8c366\",\"a6f1490c96717be2c0882754\",\"a1cb1f913d1e9c89de9f8dd6\",\"6bf7a456c275f3d4338db5db\",\"c8b18c3104476f5a810b2962\",\"797511308523e6c2a061f090\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:1971528\",\"name\":\"Drew Davidson\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2007\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are generally praised for clear explanations, engaging lectures, and making complex topics digestible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I took compilers from Fischer in Fall 2013. Assignments were cumulative & difficult, but he allowed extra credit; It's difficult, but DO IT. It's worth the trouble. I spent a lot of time asking him questions in office hours, he was extremely helpful.I learned  a lot from him (he really knows his stuff). He wrote the textbook after all..\",\"course_id\":\"COMPSCI 536\",\"date\":\"2014-04-16 00:34:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7292f52c2d0cd8175f15280c\",\"instructor_id\":\"rmp:1056518\",\"instructor_name\":\"Charles Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIzMDQ1NTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\"},{\"comment\":\"Good professor - I only went to class a few times because the slides/online notes were very good. Pretty good amount of work, but not too conceptually difficult.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-04-27 18:14:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b1a00f04db4ef342439a2288\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2Mzk2NjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Programming projects were way too long and complicated, and often failed to reinforce the information learned in class. I found the professor's homework assignments to be very tedious, and left way too much room for interpretation and contained plenty of vague wording, which is what you don't want on a programming project.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-11-10 17:16:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e5c25a208a32ab645bb5e442\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMwNjk4NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"I recommend that all CS students take programming languages/compilers. It's a fundamental area of CS along with algos and OS and will benefit you greatly. Loris is one of the best profs teaching this course, and he is a skilled and funny lecturer. The coding assignments are tough(build a compiler) but great experience working with large code bases.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2019-05-07 01:35:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a0167809d93582cbee6fcc6f\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzkxMjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"You wont just learn how a compiler works, youll build one from start to finish! This is no small task, which is why its split into 6 projects (20 hours/project) that build on each other. Can still be quite nerve-racking. Aws is a friendly fellow. TL;DR Not easy but highly instructive\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-01-09 22:46:32 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"996540970f35b77300c72e6c\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NzI0Nzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Lots of info in one semester, but definitely manageable. Lectures were engaging, projects were good, but some used tools older than the students with bad documentation, which was frustrating at times. Midterm & exam weren't too bad, but definitely required some studying. I'd take a course w/ him again for sure.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-12-22 18:54:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"60c62cfdae22a0af8855e1f0\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NjMzNzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":7,\"review_ids\":[\"7292f52c2d0cd8175f15280c\",\"b1a00f04db4ef342439a2288\",\"4feae23d41d5c34896738542\",\"e5c25a208a32ab645bb5e442\",\"a0167809d93582cbee6fcc6f\",\"996540970f35b77300c72e6c\",\"60c62cfdae22a0af8855e1f0\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as heavy and cumulative, with large programming projects, though some find it manageable and rewarding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Somesh is a very helpful professor. There is no textbook for the class and his notes he gives in class are very helpful. Midterms aren't too bad, some of the questions are similar to past exams. Overall a very good class and clear professor.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2012-04-15 23:03:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"55f60cc7dc315fcc8052d1fb\",\"instructor_id\":\"rmp:981721\",\"instructor_name\":\"Somesh Jha\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMDU0NDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/981721\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"55f60cc7dc315fcc8052d1fb\",\"97c37426c0f4f0da8cb621a3\",\"a1cb1f913d1e9c89de9f8dd6\",\"c8b18c3104476f5a810b2962\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"summary\":\"Exams and assignments are generally considered fair, with clear criteria and helpful review sessions.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"His teaching style doesn't help you learn the material at all. Slides basically summarized the online reading but were full of errors. If you want to see a funny guy, take his class. If you want a good teacher, avoid him.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-12-15 14:24:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"919058e76142d39652759679\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3NTEyNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"While it wasn't a pleasant experience taking compiler, he tried. His lecture requires many revision to understand. The biggest problem was practice test was nothing like the real one. And assignments were vague. Though I need to say he is fairly lenient in terms of curving. And office hours were not the most helpful. So a lot of self study require\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-05-12 17:12:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"39817a9ed4bf75a0e6b12491\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0Nzc1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Beck is a nice professor that is clearly very knowledgeable about the topics of compilers, but is incredibly boring during lecture. Thankfully, all of the lecture notes are posted online afterwards, making lecture optional, but effectively having to self-study the course due to the dullness of instruction is absolutely a negative.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2024-05-20 05:41:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"71859049613cebcc20224d89\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM5NDk1NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"919058e76142d39652759679\",\"4feae23d41d5c34896738542\",\"39817a9ed4bf75a0e6b12491\",\"71859049613cebcc20224d89\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Some students appreciated online notes and resources, while others found vague assignments or slow grading periods frustrating.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"63f3fc0134b3ebe468d230b58b91f4e1033d0ddedd3b24e9a300b48c26a78163","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"591a6b2492a116969b44406f797b226bced885437c65ce4e300453cb7e7fafa2\",\"course_id\":\"COMPSCI 536\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ed568aeb692a4788be5c3b07\",\"message\":null,\"name\":\"Aws Albarghouthi\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2240014\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2017-12-29 15:55:47 +0000 UTC\",\"review_id\":\"5d6da27e3d2e898cfe090072\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTI5MzU2OTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-03-05 15:34:29 +0000 UTC\",\"review_id\":\"4feae23d41d5c34896738542\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-11-05 22:29:14 +0000 UTC\",\"review_id\":\"b3c8a4edb6caf97ba3026af3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMwNjY0ODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-11-10 17:16:01 +0000 UTC\",\"review_id\":\"e5c25a208a32ab645bb5e442\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMwNjk4NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-12-15 19:57:57 +0000 UTC\",\"review_id\":\"f8bb3f839addf271be5c19a1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMxMDQ0Mjg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-12-27 20:20:54 +0000 UTC\",\"review_id\":\"a1cb1f913d1e9c89de9f8dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2019-12-20 23:20:03 +0000 UTC\",\"review_id\":\"8d96b2513a7686d8ce9a8654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMyNzMzNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2021-12-22 18:54:13 +0000 UTC\",\"review_id\":\"60c62cfdae22a0af8855e1f0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM1NjMzNzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2022-05-20 05:15:21 +0000 UTC\",\"review_id\":\"797511308523e6c2a061f090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM2MzgwNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"}],\"text\":\"Aws Albarghouthi delivers clear, engaging lectures that make abstract compiler theory accessible, and reviewers praise his passion and ability to break down complex concepts. He provides comprehensive online notes and fair assignments. Conversely, some students find the material unupdated or boring, while others criticize projects as tedious and vague.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 2.99 GPA, 46.9% A/AB (n=81 letter grades); Fall 2021: 3.21 GPA, 57.7% A/AB (n=71 letter grades); Fall 2025: 3.11 GPA, 50.0% A/AB (n=52 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-11-10 17:16:01 +0000 UTC\",\"review_id\":\"e5c25a208a32ab645bb5e442\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMwNjk4NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2022-01-09 22:46:32 +0000 UTC\",\"review_id\":\"996540970f35b77300c72e6c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM1NzI0Nzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"}],\"text\":\"The course involves six cumulative programming projects, each requiring approximately 20 hours, which some students find tedious, vague, or overly complicated.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Charles Fischer\",\"review_date\":\"2007-11-15 17:47:00 +0000 UTC\",\"review_id\":\"d1711f2dc64e32e59e19d76e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1056518\",\"source_review_id\":\"UmF0aW5nLTEzNjYxODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\",\"type\":\"review\"},{\"instructor_name\":\"Charles Fischer\",\"review_date\":\"2014-04-16 00:34:45 +0000 UTC\",\"review_id\":\"7292f52c2d0cd8175f15280c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1056518\",\"source_review_id\":\"UmF0aW5nLTIzMDQ1NTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\",\"type\":\"review\"},{\"instructor_name\":\"Drew Davidson\",\"review_date\":\"2014-12-31 02:15:05 +0000 UTC\",\"review_id\":\"8adbaaf5efb598cd78af4b66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1971528\",\"source_review_id\":\"UmF0aW5nLTI0MjA5MDE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\",\"type\":\"review\"},{\"instructor_name\":\"Drew Davidson\",\"review_date\":\"2015-01-21 18:55:09 +0000 UTC\",\"review_id\":\"ff2341a59f176482ec2e646f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1971528\",\"source_review_id\":\"UmF0aW5nLTI0MzE3MjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\",\"type\":\"review\"},{\"instructor_name\":\"Loris D'Antoni\",\"review_date\":\"2016-04-06 13:22:04 +0000 UTC\",\"review_id\":\"5536085bd9f6d861e68086ab\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2124712\",\"source_review_id\":\"UmF0aW5nLTI2MjQxNTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\",\"type\":\"review\"},{\"instructor_name\":\"Loris D'Antoni\",\"review_date\":\"2016-12-15 14:24:25 +0000 UTC\",\"review_id\":\"919058e76142d39652759679\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2124712\",\"source_review_id\":\"UmF0aW5nLTI3NTEyNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\",\"type\":\"review\"},{\"instructor_name\":\"Loris D'Antoni\",\"review_date\":\"2021-05-12 17:12:21 +0000 UTC\",\"review_id\":\"39817a9ed4bf75a0e6b12491\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2124712\",\"source_review_id\":\"UmF0aW5nLTM0Nzc1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\",\"type\":\"review\"},{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2023-07-31 23:06:16 +0000 UTC\",\"review_id\":\"6bf7a456c275f3d4338db5db\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTM4MTM0OTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"},{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2023-12-24 20:01:27 +0000 UTC\",\"review_id\":\"c8b18c3104476f5a810b2962\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"},{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2025-04-28 22:24:02 +0000 UTC\",\"review_id\":\"f5e10457875c192a4a06e706\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"}],\"text\":\"Current instructor Aws Albarghouthi has no reviews. Historically, Charles Fischer and Drew Davidson were praised for clear explanations and helpful office hours. Loris D'Antoni received mixed feedback, while Beck Hasti made difficult material digestible but faced criticism for slow grading.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2017-12-29 15:55:47 +0000 UTC\",\"review_id\":\"5d6da27e3d2e898cfe090072\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTI5MzU2OTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-12-27 20:20:54 +0000 UTC\",\"review_id\":\"a1cb1f913d1e9c89de9f8dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2019-12-20 23:20:03 +0000 UTC\",\"review_id\":\"8d96b2513a7686d8ce9a8654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMyNzMzNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2022-05-20 05:15:21 +0000 UTC\",\"review_id\":\"797511308523e6c2a061f090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM2MzgwNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"}],\"text\":\"Aws Albarghouthi receives high praise for clear, engaging lectures that make abstract compiler theory accessible and interesting to students.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.29 GPA, 67.5% A/AB (n=126 letter grades); Fall 2025: 3.11 GPA, 50.0% A/AB (n=52 letter grades); Spring 2026: 2.99 GPA, 44.6% A/AB (n=65 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-03-05 15:34:29 +0000 UTC\",\"review_id\":\"4feae23d41d5c34896738542\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-11-05 22:29:14 +0000 UTC\",\"review_id\":\"b3c8a4edb6caf97ba3026af3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMwNjY0ODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2021-12-22 18:54:13 +0000 UTC\",\"review_id\":\"60c62cfdae22a0af8855e1f0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM1NjMzNzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"}],\"text\":\"Experiences vary, with some citing outdated materials and boring lectures, while others appreciate the manageable workload and engaging teaching style.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"ANDREW DAVIDSON is recorded teaching in Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AWS ALBARGHOUTHI is recorded teaching in Fall 2015, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":10,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":10,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"BECK HASTI is recorded teaching in Spring 2013, Spring 2014, Spring 2022, Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"CHARLES FISCHER is recorded teaching in Spring 2007, Spring 2008, Fall 2012, Fall 2013, Spring 2015, Spring 2016, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"LORIS D'ANTONI is recorded teaching in Spring 2016, Fall 2016, Spring 2018, Spring 2019, Spring 2020, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"}],\"text\":\"SOMESH JHA is recorded teaching in Spring 2012. 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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"f7d01c789e557a83f38b21c9d1e1388d5554d9578b000365ef3f735512aa3c21","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"COMP SCI 367 or400\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"COMP SCI 367\",\"course\":null,\"evidence\":\"COMP SCI 367\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"COMPSCI 367 is mentioned in requirements_text but not found in linked_courses or tool results; treated as a verbatim condition requiring review.\",\"The phrase 'E C E/COMP SCI 354and' is parsed as a conjunction between the course 354 and the subsequent group.\",\"COMPSCI 400 appears twice in the tree (n6 and n8) because it is part of an OR group with 367, and the text structure implies (354 AND (367 OR 400)).\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"f7d01c789e557a83f38b21c9d1e1388d5554d9578b000365ef3f735512aa3c21","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"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.\"},{\"course_id\":\"COMPSCI 400\",\"field\":\"description\",\"quote\":\"Covers balanced search trees, graphs, graph traversal algorithms, hash tables and sets, and complexity analysis and about classes of problems that require each data type. Involves design and implementation using high quality professional code\"}],\"text\":\"Fundamental computer system structures, C programming, and advanced data structures/algorithm implementation.\"}],\"search_phrases\":[\"compiler design theory\",\"programming language implementation\",\"machine organization\",\"C programming compilers\",\"data structures implementation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Several programming projects required.\"}],\"text\":\"Compiler design theory and practice, analyzing language features for implementation, and software project development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO PROGRAMMING LANGUAGES AND COMPILERS\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design. Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Introduction to programming languages and compilers, covering theory, practice, and language feature implications for implementation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Compiler design theory and practice\"},{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Programming language features and implementation implications\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"f7d01c789e557a83f38b21c9d1e1388d5554d9578b000365ef3f735512aa3c21","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Likes the subject and is writing a text on compilers.  Has a lot of energy in his lectures and is funny in his way.  Sometimes his lectures seem unrelated to the projects, but eventually it all ties together.  Enjoyed the class and learned a great deal without being overwhelmed.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2007-11-15 17:47:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d1711f2dc64e32e59e19d76e\",\"instructor_id\":\"rmp:1056518\",\"instructor_name\":\"Charles Fischer\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTEzNjYxODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\"},{\"comment\":\"Somesh is a very helpful professor. There is no textbook for the class and his notes he gives in class are very helpful. Midterms aren't too bad, some of the questions are similar to past exams. Overall a very good class and clear professor.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2012-04-15 23:03:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"55f60cc7dc315fcc8052d1fb\",\"instructor_id\":\"rmp:981721\",\"instructor_name\":\"Somesh Jha\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMDU0NDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/981721\"},{\"comment\":\"Drew was an amazing teacher. He put a ton of time into the class and explains things very well. He responds to Piazza usually in under 10 minutes if there are any questions.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2014-12-31 02:15:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8adbaaf5efb598cd78af4b66\",\"instructor_id\":\"rmp:1971528\",\"instructor_name\":\"Drew Davidson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MjA5MDE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\"},{\"comment\":\"Drew does an excellent job of explaining important concepts in his lectures. He does a great job of reading the room, and going into more detail on subjects that students are struggling with. I always had the opportunity to ask questions and have things explained if needed. Very good instructor, understands compilers well, and cares about students.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2015-01-21 18:55:09 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ff2341a59f176482ec2e646f\",\"instructor_id\":\"rmp:1971528\",\"instructor_name\":\"Drew Davidson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MzE3MjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Great guy, makes sure you understand the concepts. He makes compilers fun and interesting! Homeworks and projects are reasonable and build up on previous material covered. If lectures prove to be difficult, his online notes clear up any confusion.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-02-21 11:37:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bc1f7b912af855cbd2d8c366\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NTgzNTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Good at breaking down concepts in an understandable way, always willing to go back and answer questions to make sure everyone understands the material, holds useful review sessions before tests.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-15 19:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a6f1490c96717be2c0882754\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMDQ0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Best professor so far I had at UW Madison. Nice and caring person. He made compilers super easy and have reviewed a lot of concepts in computer science like NFA and CFG. I was having trouble understanding these topics before but Beck taught it so well in this class that it all made sense. Super rewarding class, project heavy but well worth it!\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-07-31 23:06:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6bf7a456c275f3d4338db5db\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MTM0OTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Great at breaking concepts down in an understandable way. He's got a good dry sense of humor as well.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-05-20 05:15:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"797511308523e6c2a061f090\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzgwNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":11,\"review_ids\":[\"d1711f2dc64e32e59e19d76e\",\"55f60cc7dc315fcc8052d1fb\",\"8adbaaf5efb598cd78af4b66\",\"ff2341a59f176482ec2e646f\",\"97c37426c0f4f0da8cb621a3\",\"bc1f7b912af855cbd2d8c366\",\"a6f1490c96717be2c0882754\",\"a1cb1f913d1e9c89de9f8dd6\",\"6bf7a456c275f3d4338db5db\",\"c8b18c3104476f5a810b2962\",\"797511308523e6c2a061f090\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:1971528\",\"name\":\"Drew Davidson\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2007\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are generally praised for clear explanations, engaging lectures, and making complex topics digestible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I took compilers from Fischer in Fall 2013. Assignments were cumulative & difficult, but he allowed extra credit; It's difficult, but DO IT. It's worth the trouble. I spent a lot of time asking him questions in office hours, he was extremely helpful.I learned  a lot from him (he really knows his stuff). He wrote the textbook after all..\",\"course_id\":\"COMPSCI 536\",\"date\":\"2014-04-16 00:34:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7292f52c2d0cd8175f15280c\",\"instructor_id\":\"rmp:1056518\",\"instructor_name\":\"Charles Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIzMDQ1NTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\"},{\"comment\":\"Good professor - I only went to class a few times because the slides/online notes were very good. Pretty good amount of work, but not too conceptually difficult.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-04-27 18:14:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b1a00f04db4ef342439a2288\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2Mzk2NjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Programming projects were way too long and complicated, and often failed to reinforce the information learned in class. I found the professor's homework assignments to be very tedious, and left way too much room for interpretation and contained plenty of vague wording, which is what you don't want on a programming project.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-11-10 17:16:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e5c25a208a32ab645bb5e442\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMwNjk4NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"I recommend that all CS students take programming languages/compilers. It's a fundamental area of CS along with algos and OS and will benefit you greatly. Loris is one of the best profs teaching this course, and he is a skilled and funny lecturer. The coding assignments are tough(build a compiler) but great experience working with large code bases.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2019-05-07 01:35:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a0167809d93582cbee6fcc6f\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzkxMjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"You wont just learn how a compiler works, youll build one from start to finish! This is no small task, which is why its split into 6 projects (20 hours/project) that build on each other. Can still be quite nerve-racking. Aws is a friendly fellow. TL;DR Not easy but highly instructive\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-01-09 22:46:32 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"996540970f35b77300c72e6c\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NzI0Nzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Lots of info in one semester, but definitely manageable. Lectures were engaging, projects were good, but some used tools older than the students with bad documentation, which was frustrating at times. Midterm & exam weren't too bad, but definitely required some studying. I'd take a course w/ him again for sure.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-12-22 18:54:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"60c62cfdae22a0af8855e1f0\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NjMzNzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":7,\"review_ids\":[\"7292f52c2d0cd8175f15280c\",\"b1a00f04db4ef342439a2288\",\"4feae23d41d5c34896738542\",\"e5c25a208a32ab645bb5e442\",\"a0167809d93582cbee6fcc6f\",\"996540970f35b77300c72e6c\",\"60c62cfdae22a0af8855e1f0\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as heavy and cumulative, with large programming projects, though some find it manageable and rewarding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Somesh is a very helpful professor. There is no textbook for the class and his notes he gives in class are very helpful. Midterms aren't too bad, some of the questions are similar to past exams. Overall a very good class and clear professor.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2012-04-15 23:03:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"55f60cc7dc315fcc8052d1fb\",\"instructor_id\":\"rmp:981721\",\"instructor_name\":\"Somesh Jha\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMDU0NDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/981721\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"55f60cc7dc315fcc8052d1fb\",\"97c37426c0f4f0da8cb621a3\",\"a1cb1f913d1e9c89de9f8dd6\",\"c8b18c3104476f5a810b2962\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"summary\":\"Exams and assignments are generally considered fair, with clear criteria and helpful review sessions.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"His teaching style doesn't help you learn the material at all. Slides basically summarized the online reading but were full of errors. If you want to see a funny guy, take his class. If you want a good teacher, avoid him.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-12-15 14:24:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"919058e76142d39652759679\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3NTEyNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"While it wasn't a pleasant experience taking compiler, he tried. His lecture requires many revision to understand. The biggest problem was practice test was nothing like the real one. And assignments were vague. Though I need to say he is fairly lenient in terms of curving. And office hours were not the most helpful. So a lot of self study require\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-05-12 17:12:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"39817a9ed4bf75a0e6b12491\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0Nzc1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Beck is a nice professor that is clearly very knowledgeable about the topics of compilers, but is incredibly boring during lecture. Thankfully, all of the lecture notes are posted online afterwards, making lecture optional, but effectively having to self-study the course due to the dullness of instruction is absolutely a negative.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2024-05-20 05:41:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"71859049613cebcc20224d89\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM5NDk1NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"919058e76142d39652759679\",\"4feae23d41d5c34896738542\",\"39817a9ed4bf75a0e6b12491\",\"71859049613cebcc20224d89\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Some students appreciated online notes and resources, while others found vague assignments or slow grading periods frustrating.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"56950f18507124926f472e6adbfee20444ae2f71458c41969a93733350f75947","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"COMP SCI 367 or400\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"COMP SCI 367\",\"course\":null,\"evidence\":\"COMP SCI 367\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"COMPSCI 367 is mentioned in requirements_text but not found in linked_courses or tool results; treated as a verbatim condition requiring review.\",\"The phrase 'E C E/COMP SCI 354and' is parsed as a conjunction between the course 354 and the subsequent group.\",\"COMPSCI 400 appears twice in the tree (n6 and n8) because it is part of an OR group with 367, and the text structure implies (354 AND (367 OR 400)).\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"56950f18507124926f472e6adbfee20444ae2f71458c41969a93733350f75947","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"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.\"},{\"course_id\":\"COMPSCI 400\",\"field\":\"description\",\"quote\":\"Covers balanced search trees, graphs, graph traversal algorithms, hash tables and sets, and complexity analysis and about classes of problems that require each data type. Involves design and implementation using high quality professional code\"}],\"text\":\"Fundamental computer system structures, C programming, and advanced data structures/algorithm implementation.\"}],\"search_phrases\":[\"compiler design theory\",\"programming language implementation\",\"machine organization\",\"C programming compilers\",\"data structures implementation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Several programming projects required.\"}],\"text\":\"Compiler design theory and practice, analyzing language features for implementation, and software project development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO PROGRAMMING LANGUAGES AND COMPILERS\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design. Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Introduction to programming languages and compilers, covering theory, practice, and language feature implications for implementation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Introduction to the theory and practice of compiler design.\"},{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Compiler design theory and practice\"},{\"evidence\":[{\"course_id\":\"COMPSCI 536\",\"field\":\"description\",\"quote\":\"Comparison of features of several programming languages and their implications for implementation techniques.\"}],\"text\":\"Programming language features and implementation implications\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"56950f18507124926f472e6adbfee20444ae2f71458c41969a93733350f75947","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Likes the subject and is writing a text on compilers.  Has a lot of energy in his lectures and is funny in his way.  Sometimes his lectures seem unrelated to the projects, but eventually it all ties together.  Enjoyed the class and learned a great deal without being overwhelmed.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2007-11-15 17:47:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d1711f2dc64e32e59e19d76e\",\"instructor_id\":\"rmp:1056518\",\"instructor_name\":\"Charles Fischer\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTEzNjYxODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\"},{\"comment\":\"Somesh is a very helpful professor. There is no textbook for the class and his notes he gives in class are very helpful. Midterms aren't too bad, some of the questions are similar to past exams. Overall a very good class and clear professor.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2012-04-15 23:03:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"55f60cc7dc315fcc8052d1fb\",\"instructor_id\":\"rmp:981721\",\"instructor_name\":\"Somesh Jha\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMDU0NDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/981721\"},{\"comment\":\"Drew was an amazing teacher. He put a ton of time into the class and explains things very well. He responds to Piazza usually in under 10 minutes if there are any questions.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2014-12-31 02:15:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8adbaaf5efb598cd78af4b66\",\"instructor_id\":\"rmp:1971528\",\"instructor_name\":\"Drew Davidson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MjA5MDE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\"},{\"comment\":\"Drew does an excellent job of explaining important concepts in his lectures. He does a great job of reading the room, and going into more detail on subjects that students are struggling with. I always had the opportunity to ask questions and have things explained if needed. Very good instructor, understands compilers well, and cares about students.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2015-01-21 18:55:09 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ff2341a59f176482ec2e646f\",\"instructor_id\":\"rmp:1971528\",\"instructor_name\":\"Drew Davidson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MzE3MjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1971528\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Great guy, makes sure you understand the concepts. He makes compilers fun and interesting! Homeworks and projects are reasonable and build up on previous material covered. If lectures prove to be difficult, his online notes clear up any confusion.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-02-21 11:37:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bc1f7b912af855cbd2d8c366\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NTgzNTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Good at breaking down concepts in an understandable way, always willing to go back and answer questions to make sure everyone understands the material, holds useful review sessions before tests.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-15 19:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a6f1490c96717be2c0882754\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMDQ0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Best professor so far I had at UW Madison. Nice and caring person. He made compilers super easy and have reviewed a lot of concepts in computer science like NFA and CFG. I was having trouble understanding these topics before but Beck taught it so well in this class that it all made sense. Super rewarding class, project heavy but well worth it!\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-07-31 23:06:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6bf7a456c275f3d4338db5db\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MTM0OTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Great at breaking concepts down in an understandable way. He's got a good dry sense of humor as well.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-05-20 05:15:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"797511308523e6c2a061f090\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MzgwNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":11,\"review_ids\":[\"d1711f2dc64e32e59e19d76e\",\"55f60cc7dc315fcc8052d1fb\",\"8adbaaf5efb598cd78af4b66\",\"ff2341a59f176482ec2e646f\",\"97c37426c0f4f0da8cb621a3\",\"bc1f7b912af855cbd2d8c366\",\"a6f1490c96717be2c0882754\",\"a1cb1f913d1e9c89de9f8dd6\",\"6bf7a456c275f3d4338db5db\",\"c8b18c3104476f5a810b2962\",\"797511308523e6c2a061f090\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:1971528\",\"name\":\"Drew Davidson\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2007\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are generally praised for clear explanations, engaging lectures, and making complex topics digestible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I took compilers from Fischer in Fall 2013. Assignments were cumulative & difficult, but he allowed extra credit; It's difficult, but DO IT. It's worth the trouble. I spent a lot of time asking him questions in office hours, he was extremely helpful.I learned  a lot from him (he really knows his stuff). He wrote the textbook after all..\",\"course_id\":\"COMPSCI 536\",\"date\":\"2014-04-16 00:34:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7292f52c2d0cd8175f15280c\",\"instructor_id\":\"rmp:1056518\",\"instructor_name\":\"Charles Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIzMDQ1NTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1056518\"},{\"comment\":\"Good professor - I only went to class a few times because the slides/online notes were very good. Pretty good amount of work, but not too conceptually difficult.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-04-27 18:14:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b1a00f04db4ef342439a2288\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2Mzk2NjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Programming projects were way too long and complicated, and often failed to reinforce the information learned in class. I found the professor's homework assignments to be very tedious, and left way too much room for interpretation and contained plenty of vague wording, which is what you don't want on a programming project.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-11-10 17:16:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e5c25a208a32ab645bb5e442\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMwNjk4NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"I recommend that all CS students take programming languages/compilers. It's a fundamental area of CS along with algos and OS and will benefit you greatly. Loris is one of the best profs teaching this course, and he is a skilled and funny lecturer. The coding assignments are tough(build a compiler) but great experience working with large code bases.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2019-05-07 01:35:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a0167809d93582cbee6fcc6f\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzkxMjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"You wont just learn how a compiler works, youll build one from start to finish! This is no small task, which is why its split into 6 projects (20 hours/project) that build on each other. Can still be quite nerve-racking. Aws is a friendly fellow. TL;DR Not easy but highly instructive\",\"course_id\":\"COMPSCI 536\",\"date\":\"2022-01-09 22:46:32 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"996540970f35b77300c72e6c\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NzI0Nzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Lots of info in one semester, but definitely manageable. Lectures were engaging, projects were good, but some used tools older than the students with bad documentation, which was frustrating at times. Midterm & exam weren't too bad, but definitely required some studying. I'd take a course w/ him again for sure.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-12-22 18:54:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"60c62cfdae22a0af8855e1f0\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NjMzNzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"}],\"evidence_count\":7,\"review_ids\":[\"7292f52c2d0cd8175f15280c\",\"b1a00f04db4ef342439a2288\",\"4feae23d41d5c34896738542\",\"e5c25a208a32ab645bb5e442\",\"a0167809d93582cbee6fcc6f\",\"996540970f35b77300c72e6c\",\"60c62cfdae22a0af8855e1f0\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1056518\",\"name\":\"Charles Fischer\"},{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as heavy and cumulative, with large programming projects, though some find it manageable and rewarding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Somesh is a very helpful professor. There is no textbook for the class and his notes he gives in class are very helpful. Midterms aren't too bad, some of the questions are similar to past exams. Overall a very good class and clear professor.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2012-04-15 23:03:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"55f60cc7dc315fcc8052d1fb\",\"instructor_id\":\"rmp:981721\",\"instructor_name\":\"Somesh Jha\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMDU0NDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/981721\"},{\"comment\":\"Making sure that  concepts are understood is clearly a priority for him. Homework assignments and projects reinforce concepts, and tests are fair.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-05-24 15:41:33 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"97c37426c0f4f0da8cb621a3\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI2NjQ0OTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Excellent professor with engaging lectures. Cannot recommend him higher. Reasonable workloads, values quality of work over quantity, very available for questions and concerns, course was strong in theory but his lectures were in plain English and he did a great job of making it easy to grok the abstract.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-12-27 20:20:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a1cb1f913d1e9c89de9f8dd6\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"Beck Hasti is probably the best professor (certainly in CS) at UW. This class was an incredible ride - I learned a ton, and always was able to get clarifications from the professor if needed, and exams/projects were difficult but had super clear criteria. There is not much more you could possibly want - 536 remains my favorite course at UW.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2023-12-24 20:01:27 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8b18c3104476f5a810b2962\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzg5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"55f60cc7dc315fcc8052d1fb\",\"97c37426c0f4f0da8cb621a3\",\"a1cb1f913d1e9c89de9f8dd6\",\"c8b18c3104476f5a810b2962\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"},{\"id\":\"rmp:981721\",\"name\":\"Somesh Jha\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"summary\":\"Exams and assignments are generally considered fair, with clear criteria and helpful review sessions.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"His teaching style doesn't help you learn the material at all. Slides basically summarized the online reading but were full of errors. If you want to see a funny guy, take his class. If you want a good teacher, avoid him.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2016-12-15 14:24:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"919058e76142d39652759679\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3NTEyNjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"This guy came in and copied everything from the previous professor. Course page, homeworks, lecture slides -- you name it. Didn't even bother to update the assignments to change info from last year's class to this year's. My partner and I submitted buggy code and somehow received 100%, seems like he just wants to look good.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2018-03-05 15:34:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4feae23d41d5c34896738542\",\"instructor_id\":\"rmp:2240014\",\"instructor_name\":\"Aws Albarghouthi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\"},{\"comment\":\"While it wasn't a pleasant experience taking compiler, he tried. His lecture requires many revision to understand. The biggest problem was practice test was nothing like the real one. And assignments were vague. Though I need to say he is fairly lenient in terms of curving. And office hours were not the most helpful. So a lot of self study require\",\"course_id\":\"COMPSCI 536\",\"date\":\"2021-05-12 17:12:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"39817a9ed4bf75a0e6b12491\",\"instructor_id\":\"rmp:2124712\",\"instructor_name\":\"Loris D'Antoni\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0Nzc1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2124712\"},{\"comment\":\"Beck is a nice professor that is clearly very knowledgeable about the topics of compilers, but is incredibly boring during lecture. Thankfully, all of the lecture notes are posted online afterwards, making lecture optional, but effectively having to self-study the course due to the dullness of instruction is absolutely a negative.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2024-05-20 05:41:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"71859049613cebcc20224d89\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM5NDk1NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"I would have rated Beck a 5 on his lectures. He takes truly difficult lecture material and puts it in such a way that is at least digestible and his exams are fair. The issue is that he takes FOREVER to grade anything. It takes over 2 months to grade weekly projects. If you are ok with that I cannot recommend him enough for any class he teaches.\",\"course_id\":\"COMPSCI 536\",\"date\":\"2025-04-28 22:24:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f5e10457875c192a4a06e706\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMDc2NTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"919058e76142d39652759679\",\"4feae23d41d5c34896738542\",\"39817a9ed4bf75a0e6b12491\",\"71859049613cebcc20224d89\",\"f5e10457875c192a4a06e706\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2124712\",\"name\":\"Loris D'Antoni\"},{\"id\":\"rmp:2240014\",\"name\":\"Aws Albarghouthi\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Some students appreciated online notes and resources, while others found vague assignments or slow grading periods frustrating.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_20918224366f6bbd226f8ec0","course_id":"COMPSCI 536","catalog_version_id":"922091823fa5f409f7d7f3b1eb165aca9601b1c4dbdcccee5e553e03d0ace0b0","record_version_id":"fba8815e6ebce7ff7cde3656104df2903329090dc93a5b2a4650aaff5f8a8d15","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"56950f18507124926f472e6adbfee20444ae2f71458c41969a93733350f75947","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"591a6b2492a116969b44406f797b226bced885437c65ce4e300453cb7e7fafa2\",\"course_id\":\"COMPSCI 536\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ed568aeb692a4788be5c3b07\",\"message\":\"Summary generation failed\",\"name\":\"Aws Albarghouthi\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2240014\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 2.99 GPA, 46.9% A/AB (n=81 letter grades); Fall 2021: 3.21 GPA, 57.7% A/AB (n=71 letter grades); Fall 2025: 3.11 GPA, 50.0% A/AB (n=52 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-11-10 17:16:01 +0000 UTC\",\"review_id\":\"e5c25a208a32ab645bb5e442\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMwNjk4NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2022-01-09 22:46:32 +0000 UTC\",\"review_id\":\"996540970f35b77300c72e6c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM1NzI0Nzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"}],\"text\":\"The course involves six cumulative programming projects, each requiring approximately 20 hours, which some students find tedious, vague, or overly complicated.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":\"instructor_ed568aeb692a4788be5c3b07\",\"mode\":\"professor\"},{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2017-12-29 15:55:47 +0000 UTC\",\"review_id\":\"5d6da27e3d2e898cfe090072\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTI5MzU2OTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-12-27 20:20:54 +0000 UTC\",\"review_id\":\"a1cb1f913d1e9c89de9f8dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMxMTY0Mjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2019-12-20 23:20:03 +0000 UTC\",\"review_id\":\"8d96b2513a7686d8ce9a8654\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMyNzMzNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2022-05-20 05:15:21 +0000 UTC\",\"review_id\":\"797511308523e6c2a061f090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM2MzgwNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"}],\"text\":\"Aws Albarghouthi receives high praise for clear, engaging lectures that make abstract compiler theory accessible and interesting to students.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.29 GPA, 67.5% A/AB (n=126 letter grades); Fall 2025: 3.11 GPA, 50.0% A/AB (n=52 letter grades); Spring 2026: 2.99 GPA, 44.6% A/AB (n=65 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-03-05 15:34:29 +0000 UTC\",\"review_id\":\"4feae23d41d5c34896738542\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTI5NjIyMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2018-11-05 22:29:14 +0000 UTC\",\"review_id\":\"b3c8a4edb6caf97ba3026af3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTMwNjY0ODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"},{\"instructor_name\":\"Aws Albarghouthi\",\"review_date\":\"2021-12-22 18:54:13 +0000 UTC\",\"review_id\":\"60c62cfdae22a0af8855e1f0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2240014\",\"source_review_id\":\"UmF0aW5nLTM1NjMzNzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2240014\",\"type\":\"review\"}],\"text\":\"Experiences vary, with some citing outdated materials and boring lectures, while others appreciate the manageable workload and engaging teaching style.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"ANDREW DAVIDSON is recorded teaching in Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AWS ALBARGHOUTHI is recorded teaching in Fall 2015, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":10,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":10,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"BECK HASTI is recorded teaching in Spring 2013, Spring 2014, Spring 2022, Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"CHARLES FISCHER is recorded teaching in Spring 2007, Spring 2008, Fall 2012, Fall 2013, Spring 2015, Spring 2016, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"LORIS D'ANTONI is recorded teaching in Spring 2016, Fall 2016, Spring 2018, Spring 2019, Spring 2020, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 536\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"source_record\":{\"entity_id\":\"ecff4693-50ce-3960-91fe-374a8db40534\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"}],\"text\":\"SOMESH JHA is recorded teaching in Spring 2012. 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\": \"professor\", \"instructor_uid\": \"instructor_ed568aeb692a4788be5c3b07\", \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]