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It's honestly depressing he won't be coming back to UW Madison as they didn't renew his contract.\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 02:46:20 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2664f0e42b34fced81df781e\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU1MDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Honestly probably the best math professor I've had here. He is very confident, knowledgeable and clear in his teaching direction. I would've done better in this class If I put the effort in to study. It's honestly depressing they aren't renewing his contract next year I would've loved to take another one of his classes.\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 02:48:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"75316dcb1056101317fa832d\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Prof. Hong is the best Probability instructor I've ever had. He is perfectly prepared, with handwriting and notes so clear. he expertly deconstructs abstract, complex concepts by starting with digestible ideas and scaling them up. If you have the chance to take his class, do it—his clarity and structured teaching style are unmatched!\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 05:38:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"fc2cc20c95a9f53608bb14f4\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU2ODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"}],\"evidence_count\":5,\"review_ids\":[\"9f32e9dfbb197ff89bf572d9\",\"beaf63fb7a20875a8353deb6\",\"2664f0e42b34fced81df781e\",\"75316dcb1056101317fa832d\",\"fc2cc20c95a9f53608bb14f4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3002810\",\"name\":\" Hyukpyo Hong\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3002810\",\"summary\":\"Cited reviews praise Hyukpyo Hong for clear, organized, and articulate lectures that effectively explain complex concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Refrains from doing examples during class and instead derives equations making everything very difficult to understand and hard to grasp when to use formulas. I have gone to every lecture and leave with a worse understanding than when I came in. There is a reason the average was a 56% on Midterm 2.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-11 20:18:04 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"775fdd1d1bb0e49fb0e815bc\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjI4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"His lectures aren't the best as he spends a lot of time deriving formulas instead of doing problems. However, you can tell he cares and is willing to help you. Great guy who wants you to do well, and will help you when you need it, but the lectures could be better. While he isn't a 5/5, 1.6/5 is VERY harsh for him.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-21 02:57:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dfe5887f98fd1c8c624d4c72\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDA0Mjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"He's a poor lecturer but he's willing to help in any way possible as long as you just ask. A 1.7/5 is incredibly harsh for him, because he wants his students to learn first above all else, so he goes over proofs to help us understand why the stuff we learn works the way it does. 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The second midterm was infinitely harder than the practice exam despite him saying it was \\\"easier\\\", and it contained PROOFS, which is something we were told we wouldn't need to know. The average was a 58 for that midterm.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-18 19:54:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35a1be01ba394acc9ec3f73a\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzY3MzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"He is an excellent professor. One midterm in Math 331 was tough, but you can do well by studying the practice problems, which the exams closely follow. I earned an AB after working hard and scored 98.5 on the first midterm and 85 on the final. 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He rarely was able to find his mistake and never came back to it so we were left with incorrect notes.  I never used lecture notes for homework or studying.   He is a good guy, just not a good teacher.\",\"course_id\":\"MATH 331\",\"date\":\"2011-05-11 08:14:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9f5cea0edc32b1c528fa403e\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4NTc1Njk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"}],\"evidence_count\":1,\"review_ids\":[\"9f5cea0edc32b1c528fa403e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1326966\",\"summary\":\"A review criticizes Alexander Fish for making mistakes during lectures that were not corrected, leading to incorrect notes.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The worst professor I have had. The entire class is him summarizing chapters in the book and him doing the examples incorrectly on the board - so if  none of the students who are learning the material catches his mistakes, everyone ends up writing and learning incorrect solutions. 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Fall 2025: 3.13 GPA, 45.8% A/AB (n=107 letter grades); Spring 2026: 3.14 GPA, 50.7% A/AB (n=146 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2025-11-28 02:23:56 +0000 UTC\",\"review_id\":\"0219f2c5b609fb34e1bc24e4\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQxOTYyNzk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student found that studying practice problems effectively prepared them for the exams, allowing them to earn high scores despite one tough midterm.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"ALEXANDER FISH is recorded teaching in Spring 2010, Fall 2010, Spring 2011. 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It's honestly depressing he won't be coming back to UW Madison as they didn't renew his contract.\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 02:46:20 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2664f0e42b34fced81df781e\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU1MDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Honestly probably the best math professor I've had here. He is very confident, knowledgeable and clear in his teaching direction. I would've done better in this class If I put the effort in to study. It's honestly depressing they aren't renewing his contract next year I would've loved to take another one of his classes.\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 02:48:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"75316dcb1056101317fa832d\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Prof. Hong is the best Probability instructor I've ever had. He is perfectly prepared, with handwriting and notes so clear. he expertly deconstructs abstract, complex concepts by starting with digestible ideas and scaling them up. If you have the chance to take his class, do it—his clarity and structured teaching style are unmatched!\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 05:38:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"fc2cc20c95a9f53608bb14f4\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU2ODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"}],\"evidence_count\":5,\"review_ids\":[\"9f32e9dfbb197ff89bf572d9\",\"beaf63fb7a20875a8353deb6\",\"2664f0e42b34fced81df781e\",\"75316dcb1056101317fa832d\",\"fc2cc20c95a9f53608bb14f4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3002810\",\"name\":\" Hyukpyo Hong\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3002810\",\"summary\":\"Cited reviews praise Hyukpyo Hong for clear, organized, and articulate lectures that effectively explain complex concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Refrains from doing examples during class and instead derives equations making everything very difficult to understand and hard to grasp when to use formulas. I have gone to every lecture and leave with a worse understanding than when I came in. There is a reason the average was a 56% on Midterm 2.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-11 20:18:04 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"775fdd1d1bb0e49fb0e815bc\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjI4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"His lectures aren't the best as he spends a lot of time deriving formulas instead of doing problems. However, you can tell he cares and is willing to help you. Great guy who wants you to do well, and will help you when you need it, but the lectures could be better. While he isn't a 5/5, 1.6/5 is VERY harsh for him.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-21 02:57:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dfe5887f98fd1c8c624d4c72\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDA0Mjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"He's a poor lecturer but he's willing to help in any way possible as long as you just ask. A 1.7/5 is incredibly harsh for him, because he wants his students to learn first above all else, so he goes over proofs to help us understand why the stuff we learn works the way it does. 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He rarely was able to find his mistake and never came back to it so we were left with incorrect notes.  I never used lecture notes for homework or studying.   He is a good guy, just not a good teacher.\",\"course_id\":\"MATH 331\",\"date\":\"2011-05-11 08:14:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9f5cea0edc32b1c528fa403e\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4NTc1Njk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"}],\"evidence_count\":1,\"review_ids\":[\"9f5cea0edc32b1c528fa403e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1326966\",\"summary\":\"A review criticizes Alexander Fish for making mistakes during lectures that were not corrected, leading to incorrect notes.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The worst professor I have had. 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His answers to questions are always clear and in depth too, probably best math professor here at Madison, it's a shame they didn't renew him. \",\"course_id\":\"MATH 331\",\"date\":\"2026-05-04 01:05:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"beaf63fb7a20875a8353deb6\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDEzMjcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Very awesome math professor. Probably the best math professor I've had at UW Madison. He is a very clear and confident lecturer and honestly I find him to be pretty funny as well. It's honestly depressing he won't be coming back to UW Madison as they didn't renew his contract.\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 02:46:20 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2664f0e42b34fced81df781e\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU1MDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Honestly probably the best math professor I've had here. He is very confident, knowledgeable and clear in his teaching direction. I would've done better in this class If I put the effort in to study. It's honestly depressing they aren't renewing his contract next year I would've loved to take another one of his classes.\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 02:48:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"75316dcb1056101317fa832d\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Prof. Hong is the best Probability instructor I've ever had. He is perfectly prepared, with handwriting and notes so clear. he expertly deconstructs abstract, complex concepts by starting with digestible ideas and scaling them up. If you have the chance to take his class, do it—his clarity and structured teaching style are unmatched!\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 05:38:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"fc2cc20c95a9f53608bb14f4\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU2ODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"}],\"evidence_count\":5,\"review_ids\":[\"9f32e9dfbb197ff89bf572d9\",\"beaf63fb7a20875a8353deb6\",\"2664f0e42b34fced81df781e\",\"75316dcb1056101317fa832d\",\"fc2cc20c95a9f53608bb14f4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3002810\",\"name\":\" Hyukpyo Hong\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:3002810\",\"summary\":\"Cited reviews praise Hyukpyo Hong for clear, organized, and articulate lectures that effectively explain complex concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Refrains from doing examples during class and instead derives equations making everything very difficult to understand and hard to grasp when to use formulas. I have gone to every lecture and leave with a worse understanding than when I came in. There is a reason the average was a 56% on Midterm 2.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-11 20:18:04 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"775fdd1d1bb0e49fb0e815bc\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjI4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"His lectures aren't the best as he spends a lot of time deriving formulas instead of doing problems. However, you can tell he cares and is willing to help you. Great guy who wants you to do well, and will help you when you need it, but the lectures could be better. While he isn't a 5/5, 1.6/5 is VERY harsh for him.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-21 02:57:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dfe5887f98fd1c8c624d4c72\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDA0Mjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"He's a poor lecturer but he's willing to help in any way possible as long as you just ask. A 1.7/5 is incredibly harsh for him, because he wants his students to learn first above all else, so he goes over proofs to help us understand why the stuff we learn works the way it does. Unfortunately, it seems many don't want to learn.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-23 16:19:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9c0752651f3c49e98add5bbe\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDIzMTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"}],\"evidence_count\":3,\"review_ids\":[\"775fdd1d1bb0e49fb0e815bc\",\"dfe5887f98fd1c8c624d4c72\",\"9c0752651f3c49e98add5bbe\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2930741\",\"name\":\"Yukun Yue\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2930741\",\"summary\":\"Reviews of Yukun Yue note that he spends significant time deriving formulas rather than doing examples, which some find difficult but others appreciate for understanding proofs.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Really nice guy, I feel bad for giving him this rating, but his lectures are bad and his exams are even worse. The second midterm was infinitely harder than the practice exam despite him saying it was \\\"easier\\\", and it contained PROOFS, which is something we were told we wouldn't need to know. The average was a 58 for that midterm.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-18 19:54:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35a1be01ba394acc9ec3f73a\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzY3MzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"He is an excellent professor. One midterm in Math 331 was tough, but you can do well by studying the practice problems, which the exams closely follow. I earned an AB after working hard and scored 98.5 on the first midterm and 85 on the final. 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He rarely was able to find his mistake and never came back to it so we were left with incorrect notes.  I never used lecture notes for homework or studying.   He is a good guy, just not a good teacher.\",\"course_id\":\"MATH 331\",\"date\":\"2011-05-11 08:14:19 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9f5cea0edc32b1c528fa403e\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4NTc1Njk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"}],\"evidence_count\":1,\"review_ids\":[\"9f5cea0edc32b1c528fa403e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1326966\",\"summary\":\"A review criticizes Alexander Fish for making mistakes during lectures that were not corrected, leading to incorrect notes.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The worst professor I have had. The entire class is him summarizing chapters in the book and him doing the examples incorrectly on the board - so if  none of the students who are learning the material catches his mistakes, everyone ends up writing and learning incorrect solutions. Changed grading from 100% HW to 60% exams halfway through semester\",\"course_id\":\"MATH 331\",\"date\":\"2013-01-13 20:03:41 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f3a572fcd8bc4d3e079d947d\",\"instructor_id\":\"rmp:512492\",\"instructor_name\":\"Shi Jin\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIxMjUzNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\"}],\"evidence_count\":1,\"review_ids\":[\"f3a572fcd8bc4d3e079d947d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:512492\",\"name\":\"Shi Jin\"}],\"review_year_end\":\"2013\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:512492\",\"summary\":\"A review criticizes Shi Jin for summarizing chapters incorrectly on the board and changing grading policies mid-semester.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5d5f3a3f185baf9eaaa98221","course_id":"MATH 331","catalog_version_id":"5f0aad4ae714ffce140ac27caa694bb14be76e00bb05d01aef77d1ede0d6f694","record_version_id":"ff72c48a1d02dd28f238c1fde7e9811ff7bb81f55a960fe1d8cf51aef8589da0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3dcc30fa06a6e758660f133b9fdf3d94bd49cd810b4f67ecf4bdd563b883dcd4","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 213or222. 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He is extremely articulate and organized in his lectures. Although the class was unexpectedly difficult, the grading cutoffs were lowered at the end as to match the previous year's distribution. Note that the first half of the test is made by him and are exactly as the practice but the other half was much harder. \",\"course_id\":\"MATH 331\",\"date\":\"2025-12-25 15:40:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9f32e9dfbb197ff89bf572d9\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzk2Nzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Best Math professor I've ever had he really cares about math and making sure students understand what is going on. Lectures are articulated really well and are really easy to understand. His answers to questions are always clear and in depth too, probably best math professor here at Madison, it's a shame they didn't renew him. \",\"course_id\":\"MATH 331\",\"date\":\"2026-05-04 01:05:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"beaf63fb7a20875a8353deb6\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDEzMjcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Refrains from doing examples during class and instead derives equations making everything very difficult to understand and hard to grasp when to use formulas. I have gone to every lecture and leave with a worse understanding than when I came in. 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One midterm in Math 331 was tough, but you can do well by studying the practice problems, which the exams closely follow. I earned an AB after working hard and scored 98.5 on the first midterm and 85 on the final. Overall, he is a great instructor and even wrote me a recommendation letter.\",\"course_id\":\"MATH 331\",\"date\":\"2025-11-28 02:23:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0219f2c5b609fb34e1bc24e4\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTYyNzk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"Really nice guy, I feel bad for giving him this rating, but his lectures are bad and his exams are even worse. The second midterm was infinitely harder than the practice exam despite him saying it was \\\"easier\\\", and it contained PROOFS, which is something we were told we wouldn't need to know. The average was a 58 for that midterm.\",\"course_id\":\"MATH 331\",\"date\":\"2024-12-18 19:54:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35a1be01ba394acc9ec3f73a\",\"instructor_id\":\"rmp:2930741\",\"instructor_name\":\"Yukun Yue\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMzY3MzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\"},{\"comment\":\"The strongest math lecturer ever. He is extremely articulate and organized in his lectures. Although the class was unexpectedly difficult, the grading cutoffs were lowered at the end as to match the previous year's distribution. Note that the first half of the test is made by him and are exactly as the practice but the other half was much harder. \",\"course_id\":\"MATH 331\",\"date\":\"2025-12-25 15:40:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9f32e9dfbb197ff89bf572d9\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzk2Nzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"The worst professor I have had. The entire class is him summarizing chapters in the book and him doing the examples incorrectly on the board - so if  none of the students who are learning the material catches his mistakes, everyone ends up writing and learning incorrect solutions. 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It's honestly depressing they aren't renewing his contract next year I would've loved to take another one of his classes.\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 02:48:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"75316dcb1056101317fa832d\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"},{\"comment\":\"Prof. Hong is the best Probability instructor I've ever had. He is perfectly prepared, with handwriting and notes so clear. he expertly deconstructs abstract, complex concepts by starting with digestible ideas and scaling them up. If you have the chance to take his class, do it—his clarity and structured teaching style are unmatched!\",\"course_id\":\"MATH 331\",\"date\":\"2026-05-07 05:38:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"fc2cc20c95a9f53608bb14f4\",\"instructor_id\":\"rmp:3002810\",\"instructor_name\":\" Hyukpyo Hong\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMDU2ODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\"}],\"evidence_count\":4,\"review_ids\":[\"775fdd1d1bb0e49fb0e815bc\",\"0219f2c5b609fb34e1bc24e4\",\"75316dcb1056101317fa832d\",\"fc2cc20c95a9f53608bb14f4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2930741\",\"name\":\"Yukun Yue\"},{\"id\":\"rmp:3002810\",\"name\":\" Hyukpyo Hong\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"The course is considered difficult, with low midterm averages reported, but success is achievable through studying practice problems and putting in effort.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5d5f3a3f185baf9eaaa98221","course_id":"MATH 331","catalog_version_id":"5f0aad4ae714ffce140ac27caa694bb14be76e00bb05d01aef77d1ede0d6f694","record_version_id":"ff72c48a1d02dd28f238c1fde7e9811ff7bb81f55a960fe1d8cf51aef8589da0","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"680ea0491e36c10b3374ab1fa3a6377ac58a34ae8e0e32e26d6d2531070911c3","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"5c7e75c2817f278f12ab86d767543ea8d6a565f5a7ebcd06d2245fecaf58b720\",\"course_id\":\"MATH 331\",\"current_instructors\":[{\"instructor_uid\":\"instructor_c978b485cf57b53178bad60d\",\"message\":\"No course-specific reviews available\",\"name\":\"Amy Cochran\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2795194\",\"summary\":[]},{\"instructor_uid\":\"instructor_81b19386639c1eb68bbb4ae0\",\"message\":\"No course-specific reviews available\",\"name\":\"Benedek Valko\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1566085\",\"summary\":[{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2009: 2.63 GPA, 46.7% A/AB (n=15 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-11 20:18:04 +0000 UTC\",\"review_id\":\"775fdd1d1bb0e49fb0e815bc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwMjI4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-18 19:54:53 +0000 UTC\",\"review_id\":\"35a1be01ba394acc9ec3f73a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwMzY3MzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2025-11-28 02:23:56 +0000 UTC\",\"review_id\":\"0219f2c5b609fb34e1bc24e4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQxOTYyNzk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"}],\"text\":\"Historical reviews of Yukun Yue: Yukun Yue’s course was reported as difficult, with exams containing unexpected proofs and varying in difficulty compared to practice materials. Success required significant study effort and reliance on practice problems.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Alexander Fish\",\"review_date\":\"2011-05-11 08:14:19 +0000 UTC\",\"review_id\":\"9f5cea0edc32b1c528fa403e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1326966\",\"source_review_id\":\"UmF0aW5nLTE4NTc1Njk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\",\"type\":\"review\"},{\"instructor_name\":\"Shi Jin\",\"review_date\":\"2013-01-13 20:03:41 +0000 UTC\",\"review_id\":\"f3a572fcd8bc4d3e079d947d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:512492\",\"source_review_id\":\"UmF0aW5nLTIxMjUzNzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/512492\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-11 20:18:04 +0000 UTC\",\"review_id\":\"775fdd1d1bb0e49fb0e815bc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwMjI4NDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-18 19:54:53 +0000 UTC\",\"review_id\":\"35a1be01ba394acc9ec3f73a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwMzY3MzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-21 02:57:57 +0000 UTC\",\"review_id\":\"dfe5887f98fd1c8c624d4c72\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwNDA0Mjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-23 16:19:18 +0000 UTC\",\"review_id\":\"9c0752651f3c49e98add5bbe\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwNDIzMTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2025-11-28 02:23:56 +0000 UTC\",\"review_id\":\"0219f2c5b609fb34e1bc24e4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQxOTYyNzk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\" Hyukpyo Hong\",\"review_date\":\"2025-12-25 15:40:03 +0000 UTC\",\"review_id\":\"9f32e9dfbb197ff89bf572d9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3002810\",\"source_review_id\":\"UmF0aW5nLTQyMzk2Nzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\",\"type\":\"review\"},{\"instructor_name\":\" Hyukpyo Hong\",\"review_date\":\"2026-05-04 01:05:45 +0000 UTC\",\"review_id\":\"beaf63fb7a20875a8353deb6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3002810\",\"source_review_id\":\"UmF0aW5nLTQzMDEzMjcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\",\"type\":\"review\"},{\"instructor_name\":\" Hyukpyo Hong\",\"review_date\":\"2026-05-07 02:46:20 +0000 UTC\",\"review_id\":\"2664f0e42b34fced81df781e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3002810\",\"source_review_id\":\"UmF0aW5nLTQzMDU1MDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\",\"type\":\"review\"}],\"text\":\"Historical reviews for Alexander Fish, Shi Jin, and Yukun Yue highlight significant instructional issues, including incorrect board work, confusing derivations, and unexpectedly difficult exams. While some reviewers noted that Yue was helpful and cared about student learning, others found his lectures poor and exams harsh. These accounts suggest inconsistent teaching quality and clarity among past instructors.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\" Hyukpyo Hong\",\"review_date\":\"2025-12-25 15:40:03 +0000 UTC\",\"review_id\":\"9f32e9dfbb197ff89bf572d9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3002810\",\"source_review_id\":\"UmF0aW5nLTQyMzk2Nzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\",\"type\":\"review\"},{\"instructor_name\":\" Hyukpyo Hong\",\"review_date\":\"2026-05-04 01:05:45 +0000 UTC\",\"review_id\":\"beaf63fb7a20875a8353deb6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3002810\",\"source_review_id\":\"UmF0aW5nLTQzMDEzMjcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\",\"type\":\"review\"},{\"instructor_name\":\" Hyukpyo Hong\",\"review_date\":\"2026-05-07 05:38:55 +0000 UTC\",\"review_id\":\"fc2cc20c95a9f53608bb14f4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3002810\",\"source_review_id\":\"UmF0aW5nLTQzMDU2ODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3002810\",\"type\":\"review\"}],\"text\":\"Historical reviews for Hyukpyo Hong describe him as an exceptionally clear, articulate, and prepared lecturer who effectively deconstructs complex concepts. While some students found the course difficult, they praised his structured teaching style and clarity.\"},{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.09 GPA, 46.1% A/AB (n=89 letter grades); Fall 2025: 3.13 GPA, 45.8% A/AB (n=107 letter grades); Spring 2026: 3.14 GPA, 50.7% A/AB (n=146 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-21 02:57:57 +0000 UTC\",\"review_id\":\"dfe5887f98fd1c8c624d4c72\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwNDA0Mjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"},{\"instructor_name\":\"Yukun Yue\",\"review_date\":\"2024-12-23 16:19:18 +0000 UTC\",\"review_id\":\"9c0752651f3c49e98add5bbe\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2930741\",\"source_review_id\":\"UmF0aW5nLTQwNDIzMTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2930741\",\"type\":\"review\"}],\"text\":\"Historical reviews of Yukun Yue: Reviewers noted that while Yukun Yue’s lectures focused heavily on derivations rather than examples, he was willing to help students who asked. This support was appreciated despite the challenging lecture style.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"ALEXANDER FISH is recorded teaching in Spring 2010, Fall 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"}],\"text\":\"BENEDEK VALKO is recorded teaching in Fall 2009. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"HYUKPYO HONG is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"}],\"text\":\"SHI JIN is recorded teaching in Fall 2007, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 331\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"source_record\":{\"entity_id\":\"4fdf38ee-9c24-3c19-9aa5-2f79147a4445\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"YUKUN YUE is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]