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Bernie is very clear and interesting in lecture. Exams are very similar to practice exams (though he doesn't just change numbers around). Overall great prof!\",\"course_id\":\"ECE 330\",\"date\":\"2011-11-19 18:34:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"82e50506407e93b8442c6b6e\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Students watch at least one hour-long video lecture per week outside of class. To force attendance and watching of the video(s), there's a weekly quiz and in-class exercises. The professor is very smart, but is utterly incapable of communicating even basic course concepts to students. 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Had students in my class who were Profs collegues kids.  Lots of favoritism.  Don&quot;t take a ckass from Hitchon if you need to use the info he teaches - you will have trouble using the info he is paid to teach you. The poorest Prof I had all through my BS, MS and PhD studies!\",\"course_id\":\"ECE 330\",\"date\":\"2010-07-13 22:13:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b91f822de116d135e18fe575\",\"instructor_id\":\"rmp:357435\",\"instructor_name\":\"William Nick Hitchon\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE3NDE2ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/357435\"},{\"comment\":\"My personal opinion: Prof. Dimitris Papailiopoulos brings some of the best flipped classroom courses at UW Madison. He makes concise (usually 5-15min for each period) videos with clear presentation slides. Activity problems are very reasonable and guide you learning. 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He regularly engages the class in discussion and encourages us to question what we're told (in a good way!). He is very charismatic, approachable, lighthearted, and passionate. He also has great jokes. Take a class with him!\",\"course_id\":\"ECE 330\",\"date\":\"2011-12-25 21:48:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98851add6151f031b68994a9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NjIwNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Students watch at least one hour-long video lecture per week outside of class. To force attendance and watching of the video(s), there's a weekly quiz and in-class exercises. The professor is very smart, but is utterly incapable of communicating even basic course concepts to students. Also, the entire course is intense math.\",\"course_id\":\"ECE 330\",\"date\":\"2014-10-20 17:55:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"eec708ea9ef231ab0eccbebd\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzNjczNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Really funny and very enthusiastic. I was dreading taking this class but he really made the material interesting and simple. 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Some find the workload manageable with attendance, while others find it intense and difficult.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The class starts off really hard but starts making sense a couple weeks before the first midterm. Bernie is very clear and interesting in lecture. Exams are very similar to practice exams (though he doesn't just change numbers around). Overall great prof!\",\"course_id\":\"ECE 330\",\"date\":\"2011-11-19 18:34:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"82e50506407e93b8442c6b6e\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"This prof is not friendly. He does not care your grade or have 3 midterm in one day. I had some physical issues but refused to request makeup exam. What a incredible masterpiece\",\"course_id\":\"ECE 330\",\"date\":\"2024-12-17 17:23:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"08c8ce6386502245ba0e5edd\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzQ1Nzc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"},{\"comment\":\"Very fun, his personality alone makes class worth it. He explains the tricky 330 content relatively well. Tests are reasonably difficult, but his curve at the end is generous. Take classes with him, he's very smart and very easy to talk to if you have questions!\",\"course_id\":\"ECE 330\",\"date\":\"2013-03-24 00:19:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5e15b7dec5c8cecc058c20f9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxNDQxMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"}],\"evidence_count\":3,\"review_ids\":[\"82e50506407e93b8442c6b6e\",\"08c8ce6386502245ba0e5edd\",\"5e15b7dec5c8cecc058c20f9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"},{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as similar to practice exams by some, while others complain about 3 midterms in one day and lack of makeup exams. Grading is praised as fair by some but biased by others.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"If you see a course taught by this prof, take it.  Even if you are not in ECE.  BME's will love him.\",\"course_id\":\"ECE 330\",\"date\":\"2006-04-05 17:03:08 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d5640131dded20c2e0341c1e\",\"instructor_id\":\"rmp:357435\",\"instructor_name\":\"William Nick Hitchon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTExNjYyOTgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/357435\"},{\"comment\":\"The coursework is fairly rigorous, but he presents it very well and has a seemingly limitless knowledge of the material.  He regularly engages the class in discussion and encourages us to question what we're told (in a good way!). He is very charismatic, approachable, lighthearted, and passionate. He also has great jokes. 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ECE 330 had a semi-flipped learning style when I took it, and his video lectures and in-person lectures always left me prepared to work through the in-class activity and learn the concepts required for exams. \",\"course_id\":\"ECE 330\",\"date\":\"2026-01-29 20:50:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"40fe9e3fe30abe1820dd199a\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTY0OTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"}],\"evidence_count\":3,\"review_ids\":[\"d5640131dded20c2e0341c1e\",\"98851add6151f031b68994a9\",\"40fe9e3fe30abe1820dd199a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:357435\",\"name\":\"William Nick Hitchon\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"Many students highly recommend the course and specific instructors like Bernard Lesieutre, Dimitris Papailiopoulos, and Eduardo Arvelo for their charisma, passion, and helpfulness.\"}]}","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_1d414842d040e66d0ee9e2ac","course_id":"ECE 330","catalog_version_id":"e34fc1855e87f48911d8d6124505d37dfd3ec3ce36ee744cb3689c0f94b2daa7","record_version_id":"fe9fb46c03427033a92b597c83337b69869cbc412a1cfff828c2eb30da2211b7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3bd78adbed3ece5dc1fd04a7eff62d9edebfc940c0c22a65cddbd40e177de59f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 203or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":203,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 203\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_1d414842d040e66d0ee9e2ac","course_id":"ECE 330","catalog_version_id":"e34fc1855e87f48911d8d6124505d37dfd3ec3ce36ee744cb3689c0f94b2daa7","record_version_id":"fe9fb46c03427033a92b597c83337b69869cbc412a1cfff828c2eb30da2211b7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3bd78adbed3ece5dc1fd04a7eff62d9edebfc940c0c22a65cddbd40e177de59f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 203\",\"field\":\"requirements_text\",\"quote\":\"(MATH 211, 217, or221)\"}],\"text\":\"Calculus (MATH 211, 217, or 221)\"},{\"evidence\":[{\"course_id\":\"ECE 203\",\"field\":\"description\",\"quote\":\"Introduction to the signals, information, and computational techniques in electrical engineering.\"}],\"text\":\"Fundamentals of signals, information, and computational techniques in electrical engineering\"}],\"search_phrases\":[\"signals and systems ECE 330\",\"Fourier transform Laplace transform z-transform\",\"ECE 330 time-domain frequency-domain response\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 330\",\"field\":\"description\",\"quote\":\"Time-domain response and convolution\"}],\"text\":\"Analyze time-domain response and convolution\"},{\"evidence\":[{\"course_id\":\"ECE 330\",\"field\":\"description\",\"quote\":\"frequency-domain response using Fourier series, Fourier transform, Laplace transform\"}],\"text\":\"Analyze frequency-domain response using Fourier and Laplace transforms\"},{\"evidence\":[{\"course_id\":\"ECE 330\",\"field\":\"description\",\"quote\":\"discrete Fourier series and transform; 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Bernie is very clear and interesting in lecture. Exams are very similar to practice exams (though he doesn't just change numbers around). Overall great prof!\",\"course_id\":\"ECE 330\",\"date\":\"2011-11-19 18:34:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"82e50506407e93b8442c6b6e\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Students watch at least one hour-long video lecture per week outside of class. To force attendance and watching of the video(s), there's a weekly quiz and in-class exercises. The professor is very smart, but is utterly incapable of communicating even basic course concepts to students. 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Had students in my class who were Profs collegues kids.  Lots of favoritism.  Don&quot;t take a ckass from Hitchon if you need to use the info he teaches - you will have trouble using the info he is paid to teach you. The poorest Prof I had all through my BS, MS and PhD studies!\",\"course_id\":\"ECE 330\",\"date\":\"2010-07-13 22:13:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b91f822de116d135e18fe575\",\"instructor_id\":\"rmp:357435\",\"instructor_name\":\"William Nick Hitchon\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE3NDE2ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/357435\"},{\"comment\":\"My personal opinion: Prof. Dimitris Papailiopoulos brings some of the best flipped classroom courses at UW Madison. He makes concise (usually 5-15min for each period) videos with clear presentation slides. Activity problems are very reasonable and guide you learning. Review sessions are given before exams and unexpected problems rarely occur.\",\"course_id\":\"ECE 330\",\"date\":\"2019-11-02 06:06:00 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b5fbebc2974ece14bfff6ed3\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMzQ3OTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"},{\"comment\":\"Great guy. Explains complicated problems during the WisCEL exercises. Barry Van Veen does the lecture videos and they are done very well. Prof Papailiopoulos is very easy to talk to and a very nice person.\",\"course_id\":\"ECE 330\",\"date\":\"2018-12-05 12:33:05 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"177312eeecdb283c11d10f35\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwODc0NDk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":3,\"review_ids\":[\"b91f822de116d135e18fe575\",\"b5fbebc2974ece14bfff6ed3\",\"177312eeecdb283c11d10f35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"},{\"id\":\"rmp:357435\",\"name\":\"William Nick Hitchon\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"William Nick Hitchon is described as disorganized and playing favorites, whereas Dimitris Papailiopoulos is noted for well-structured flipped classroom materials and reasonable activity problems.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"The coursework is fairly rigorous, but he presents it very well and has a seemingly limitless knowledge of the material.  He regularly engages the class in discussion and encourages us to question what we're told (in a good way!). He is very charismatic, approachable, lighthearted, and passionate. He also has great jokes. Take a class with him!\",\"course_id\":\"ECE 330\",\"date\":\"2011-12-25 21:48:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98851add6151f031b68994a9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NjIwNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Students watch at least one hour-long video lecture per week outside of class. To force attendance and watching of the video(s), there's a weekly quiz and in-class exercises. The professor is very smart, but is utterly incapable of communicating even basic course concepts to students. Also, the entire course is intense math.\",\"course_id\":\"ECE 330\",\"date\":\"2014-10-20 17:55:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"eec708ea9ef231ab0eccbebd\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzNjczNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Really funny and very enthusiastic. I was dreading taking this class but he really made the material interesting and simple. Still a lot of work but if you go to lecture (which he makes enjoyable) you'll catch on quick.\",\"course_id\":\"ECE 330\",\"date\":\"2012-01-24 16:01:20 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f78b8302f286d42f78ecac31\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NzY2MjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"}],\"evidence_count\":3,\"review_ids\":[\"98851add6151f031b68994a9\",\"eec708ea9ef231ab0eccbebd\",\"f78b8302f286d42f78ecac31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"The course involves rigorous work and intense math, with weekly video lectures and quizzes. Some find the workload manageable with attendance, while others find it intense and difficult.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The class starts off really hard but starts making sense a couple weeks before the first midterm. Bernie is very clear and interesting in lecture. Exams are very similar to practice exams (though he doesn't just change numbers around). Overall great prof!\",\"course_id\":\"ECE 330\",\"date\":\"2011-11-19 18:34:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"82e50506407e93b8442c6b6e\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"This prof is not friendly. He does not care your grade or have 3 midterm in one day. I had some physical issues but refused to request makeup exam. What a incredible masterpiece\",\"course_id\":\"ECE 330\",\"date\":\"2024-12-17 17:23:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"08c8ce6386502245ba0e5edd\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzQ1Nzc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"},{\"comment\":\"Very fun, his personality alone makes class worth it. He explains the tricky 330 content relatively well. Tests are reasonably difficult, but his curve at the end is generous. Take classes with him, he's very smart and very easy to talk to if you have questions!\",\"course_id\":\"ECE 330\",\"date\":\"2013-03-24 00:19:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5e15b7dec5c8cecc058c20f9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxNDQxMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"}],\"evidence_count\":3,\"review_ids\":[\"82e50506407e93b8442c6b6e\",\"08c8ce6386502245ba0e5edd\",\"5e15b7dec5c8cecc058c20f9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"},{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as similar to practice exams by some, while others complain about 3 midterms in one day and lack of makeup exams. 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Take a class with him!\",\"course_id\":\"ECE 330\",\"date\":\"2011-12-25 21:48:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98851add6151f031b68994a9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NjIwNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Eduardo is a wonderful professor and lecturer. ECE 330 had a semi-flipped learning style when I took it, and his video lectures and in-person lectures always left me prepared to work through the in-class activity and learn the concepts required for exams. \",\"course_id\":\"ECE 330\",\"date\":\"2026-01-29 20:50:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"40fe9e3fe30abe1820dd199a\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTY0OTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"}],\"evidence_count\":3,\"review_ids\":[\"d5640131dded20c2e0341c1e\",\"98851add6151f031b68994a9\",\"40fe9e3fe30abe1820dd199a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:357435\",\"name\":\"William Nick Hitchon\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"Many students highly recommend the course and specific instructors like Bernard Lesieutre, Dimitris Papailiopoulos, and Eduardo Arvelo for their charisma, passion, and helpfulness.\"}]}","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_1d414842d040e66d0ee9e2ac","course_id":"ECE 330","catalog_version_id":"e34fc1855e87f48911d8d6124505d37dfd3ec3ce36ee744cb3689c0f94b2daa7","record_version_id":"fe9fb46c03427033a92b597c83337b69869cbc412a1cfff828c2eb30da2211b7","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3bd78adbed3ece5dc1fd04a7eff62d9edebfc940c0c22a65cddbd40e177de59f","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"d2d93eaad09d786d131fb84d3bcf17ce206b53c4c553568d7b3426f85aedef45\",\"course_id\":\"ECE 330\",\"current_instructors\":[{\"instructor_uid\":\"instructor_60b4ffcf03acb29a8319dac4\",\"message\":\"No course-specific reviews available\",\"name\":\"Bernie Lesieutre\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.32 GPA, 62.2% A/AB (n=90 letter grades); Fall 2025: 3.17 GPA, 52.2% A/AB (n=90 letter grades); Spring 2026: 3.22 GPA, 54.3% A/AB (n=94 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"BERNARD LESIEUTRE is recorded teaching in Spring 2009, Fall 2011, Fall 2015, Fall 2019. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"}],\"text\":\"STARK DRAPER is recorded teaching in Fall 2008, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"STEVEN FREDETTE is recorded teaching in Fall 2024. 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Bernie is very clear and interesting in lecture. Exams are very similar to practice exams (though he doesn't just change numbers around). Overall great prof!\",\"course_id\":\"ECE 330\",\"date\":\"2011-11-19 18:34:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"82e50506407e93b8442c6b6e\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Students watch at least one hour-long video lecture per week outside of class. To force attendance and watching of the video(s), there's a weekly quiz and in-class exercises. The professor is very smart, but is utterly incapable of communicating even basic course concepts to students. Also, the entire course is intense math.\",\"course_id\":\"ECE 330\",\"date\":\"2014-10-20 17:55:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"eec708ea9ef231ab0eccbebd\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzNjczNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"If you like foreign language classes, and are ready to watch long video lectures from the 80's to understand what you are suppose to be learning I highly recommend this class.\",\"course_id\":\"ECE 330\",\"date\":\"2014-10-14 12:40:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1de3bff3f9203608f881c5e5\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzNjUzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"}],\"evidence_count\":3,\"review_ids\":[\"82e50506407e93b8442c6b6e\",\"eec708ea9ef231ab0eccbebd\",\"1de3bff3f9203608f881c5e5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors like Bernard Lesieutre and Dimitris Papailiopoulos are praised for clear explanations and engaging lectures, while Yu Hen Hu is criticized for being unable to communicate basic concepts despite being smart.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Poor Prof.  Disorganized and plays favorites.  Had students in my class who were Profs collegues kids.  Lots of favoritism.  Don&quot;t take a ckass from Hitchon if you need to use the info he teaches - you will have trouble using the info he is paid to teach you. The poorest Prof I had all through my BS, MS and PhD studies!\",\"course_id\":\"ECE 330\",\"date\":\"2010-07-13 22:13:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b91f822de116d135e18fe575\",\"instructor_id\":\"rmp:357435\",\"instructor_name\":\"William Nick Hitchon\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE3NDE2ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/357435\"},{\"comment\":\"My personal opinion: Prof. Dimitris Papailiopoulos brings some of the best flipped classroom courses at UW Madison. He makes concise (usually 5-15min for each period) videos with clear presentation slides. Activity problems are very reasonable and guide you learning. Review sessions are given before exams and unexpected problems rarely occur.\",\"course_id\":\"ECE 330\",\"date\":\"2019-11-02 06:06:00 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b5fbebc2974ece14bfff6ed3\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMzQ3OTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"},{\"comment\":\"Great guy. Explains complicated problems during the WisCEL exercises. Barry Van Veen does the lecture videos and they are done very well. Prof Papailiopoulos is very easy to talk to and a very nice person.\",\"course_id\":\"ECE 330\",\"date\":\"2018-12-05 12:33:05 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"177312eeecdb283c11d10f35\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwODc0NDk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":3,\"review_ids\":[\"b91f822de116d135e18fe575\",\"b5fbebc2974ece14bfff6ed3\",\"177312eeecdb283c11d10f35\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"},{\"id\":\"rmp:357435\",\"name\":\"William Nick Hitchon\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"William Nick Hitchon is described as disorganized and playing favorites, whereas Dimitris Papailiopoulos is noted for well-structured flipped classroom materials and reasonable activity problems.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"The coursework is fairly rigorous, but he presents it very well and has a seemingly limitless knowledge of the material.  He regularly engages the class in discussion and encourages us to question what we're told (in a good way!). He is very charismatic, approachable, lighthearted, and passionate. He also has great jokes. Take a class with him!\",\"course_id\":\"ECE 330\",\"date\":\"2011-12-25 21:48:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98851add6151f031b68994a9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NjIwNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Students watch at least one hour-long video lecture per week outside of class. To force attendance and watching of the video(s), there's a weekly quiz and in-class exercises. The professor is very smart, but is utterly incapable of communicating even basic course concepts to students. Also, the entire course is intense math.\",\"course_id\":\"ECE 330\",\"date\":\"2014-10-20 17:55:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"eec708ea9ef231ab0eccbebd\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzNjczNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Really funny and very enthusiastic. I was dreading taking this class but he really made the material interesting and simple. Still a lot of work but if you go to lecture (which he makes enjoyable) you'll catch on quick.\",\"course_id\":\"ECE 330\",\"date\":\"2012-01-24 16:01:20 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f78b8302f286d42f78ecac31\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NzY2MjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"}],\"evidence_count\":3,\"review_ids\":[\"98851add6151f031b68994a9\",\"eec708ea9ef231ab0eccbebd\",\"f78b8302f286d42f78ecac31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"The course involves rigorous work and intense math, with weekly video lectures and quizzes. Some find the workload manageable with attendance, while others find it intense and difficult.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The class starts off really hard but starts making sense a couple weeks before the first midterm. Bernie is very clear and interesting in lecture. Exams are very similar to practice exams (though he doesn't just change numbers around). Overall great prof!\",\"course_id\":\"ECE 330\",\"date\":\"2011-11-19 18:34:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"82e50506407e93b8442c6b6e\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"This prof is not friendly. He does not care your grade or have 3 midterm in one day. I had some physical issues but refused to request makeup exam. What a incredible masterpiece\",\"course_id\":\"ECE 330\",\"date\":\"2024-12-17 17:23:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"08c8ce6386502245ba0e5edd\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzQ1Nzc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"},{\"comment\":\"Very fun, his personality alone makes class worth it. He explains the tricky 330 content relatively well. Tests are reasonably difficult, but his curve at the end is generous. Take classes with him, he's very smart and very easy to talk to if you have questions!\",\"course_id\":\"ECE 330\",\"date\":\"2013-03-24 00:19:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5e15b7dec5c8cecc058c20f9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxNDQxMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"}],\"evidence_count\":3,\"review_ids\":[\"82e50506407e93b8442c6b6e\",\"08c8ce6386502245ba0e5edd\",\"5e15b7dec5c8cecc058c20f9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"},{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are described as similar to practice exams by some, while others complain about 3 midterms in one day and lack of makeup exams. Grading is praised as fair by some but biased by others.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"If you see a course taught by this prof, take it.  Even if you are not in ECE.  BME's will love him.\",\"course_id\":\"ECE 330\",\"date\":\"2006-04-05 17:03:08 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d5640131dded20c2e0341c1e\",\"instructor_id\":\"rmp:357435\",\"instructor_name\":\"William Nick Hitchon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTExNjYyOTgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/357435\"},{\"comment\":\"The coursework is fairly rigorous, but he presents it very well and has a seemingly limitless knowledge of the material.  He regularly engages the class in discussion and encourages us to question what we're told (in a good way!). He is very charismatic, approachable, lighthearted, and passionate. He also has great jokes. Take a class with him!\",\"course_id\":\"ECE 330\",\"date\":\"2011-12-25 21:48:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98851add6151f031b68994a9\",\"instructor_id\":\"rmp:1649338\",\"instructor_name\":\"Bernard Lesieutre\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NjIwNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\"},{\"comment\":\"Eduardo is a wonderful professor and lecturer. ECE 330 had a semi-flipped learning style when I took it, and his video lectures and in-person lectures always left me prepared to work through the in-class activity and learn the concepts required for exams. \",\"course_id\":\"ECE 330\",\"date\":\"2026-01-29 20:50:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"40fe9e3fe30abe1820dd199a\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTY0OTAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"}],\"evidence_count\":3,\"review_ids\":[\"d5640131dded20c2e0341c1e\",\"98851add6151f031b68994a9\",\"40fe9e3fe30abe1820dd199a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1649338\",\"name\":\"Bernard Lesieutre\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:357435\",\"name\":\"William Nick Hitchon\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"Many students highly recommend the course and specific instructors like Bernard Lesieutre, Dimitris Papailiopoulos, and Eduardo Arvelo for their charisma, passion, and helpfulness.\"}]}","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_1d414842d040e66d0ee9e2ac","course_id":"ECE 330","catalog_version_id":"e34fc1855e87f48911d8d6124505d37dfd3ec3ce36ee744cb3689c0f94b2daa7","record_version_id":"fe9fb46c03427033a92b597c83337b69869cbc412a1cfff828c2eb30da2211b7","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1bc646718bf5acbb597647f6e1d2d43dcd4e053127386b2ee7aef0822b7ea780","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d2d93eaad09d786d131fb84d3bcf17ce206b53c4c553568d7b3426f85aedef45\",\"course_id\":\"ECE 330\",\"current_instructors\":[{\"instructor_uid\":\"instructor_60b4ffcf03acb29a8319dac4\",\"message\":\"No course-specific reviews available\",\"name\":\"Bernie Lesieutre\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2011-11-19 18:34:30 +0000 UTC\",\"review_id\":\"82e50506407e93b8442c6b6e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"},{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2013-03-24 00:19:38 +0000 UTC\",\"review_id\":\"5e15b7dec5c8cecc058c20f9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTIxNDQxMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"}],\"text\":\"Historical reviews of Bernard Lesieutre: The class starts hard but clarifies before midterms. Tests are reasonably difficult but feature a generous curve, and exams closely mirror practice problems.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2011-11-19 18:34:30 +0000 UTC\",\"review_id\":\"82e50506407e93b8442c6b6e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"},{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2013-03-24 00:19:38 +0000 UTC\",\"review_id\":\"5e15b7dec5c8cecc058c20f9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTIxNDQxMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"}],\"text\":\"Historical reviews of Bernard Lesieutre: Current instructor Bernie Lesieutre is praised for clear, interesting lectures and generous grading curves, though the material starts difficult. Reviewers note he is smart and accessible for questions, with exams resembling practice problems.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2011-11-19 18:34:30 +0000 UTC\",\"review_id\":\"82e50506407e93b8442c6b6e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"},{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2013-03-24 00:19:38 +0000 UTC\",\"review_id\":\"5e15b7dec5c8cecc058c20f9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTIxNDQxMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"}],\"text\":\"Historical reviews of Bernard Lesieutre: Bernie Lesieutre is described as clear, interesting, and smart, with exams similar to practice materials. His personality makes the class fun and approachable for questions.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.32 GPA, 62.2% A/AB (n=90 letter grades); Fall 2025: 3.17 GPA, 52.2% A/AB (n=90 letter grades); Spring 2026: 3.22 GPA, 54.3% A/AB (n=94 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2011-11-19 18:34:30 +0000 UTC\",\"review_id\":\"82e50506407e93b8442c6b6e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTE5MjgxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"},{\"instructor_name\":\"Bernard Lesieutre\",\"review_date\":\"2013-03-24 00:19:38 +0000 UTC\",\"review_id\":\"5e15b7dec5c8cecc058c20f9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1649338\",\"source_review_id\":\"UmF0aW5nLTIxNDQxMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1649338\",\"type\":\"review\"}],\"text\":\"Historical reviews of Bernard Lesieutre: Students find Lesieutre easy to talk to and appreciate his clear explanations of tricky content, making the course worth taking despite initial difficulty.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"BERNARD LESIEUTRE is recorded teaching in Spring 2009, Fall 2011, Fall 2015, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"DIMITRIOS PAPAILIOPOULOS is recorded teaching in Spring 2017, Fall 2017, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"EDUARDO ROMERO ARVELO is recorded teaching in Spring 2020, Spring 2022, Fall 2022, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"}],\"text\":\"STARK DRAPER is recorded teaching in Fall 2008, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"STEVEN FREDETTE is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ECE 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"source_record\":{\"entity_id\":\"5c428745-18b5-3aeb-894d-2498cfd004ce\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Fall 2014, Spring 2019. 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}]