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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"LAURA LEGAULT is recorded teaching in Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018. 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This historical review from 2024 highlights his high quality rating.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.86 GPA, 86.4% A/AB (n=22 letter grades); Spring 2025: 3.83 GPA, 93.9% A/AB (n=33 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"}],\"text\":\"DEBORAH JOSEPH is recorded teaching in Fall 2006, Fall 2007. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"LAURA LEGAULT is recorded teaching in Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"PAUL BARFORD is recorded teaching in Fall 2006, Fall 2007, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL CHATTERJEE is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"REMZI ARPACI-DUSSEAU is recorded teaching in Fall 2011, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SWAMIT TANNU is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","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_451e04263559a1194fd692f0","course_id":"COMPSCI 638","catalog_version_id":"4a73a949570e17ead7c9b4d01f1967c3a635b79252d929f569a90300b5f4513e","record_version_id":"7dabc385fe435f4a96f7964f510b5f33e09e9c02f1e7f6835663a8ff9e61a0dc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7ff588fb730629cf63fdd739212e299279074ec10deb39d3f4b0043f6b1f50c5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"COMP SCI 200,300, 301, 302,310, 367, placement intoCOMP SCI 300, orL I S/COMP SCI 102(COMP SCI 202 prior to Fall 2023), graduate/professional standing, or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 200\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"300\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"301, \",\"course\":null,\"evidence\":\"301, \",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" 302,\",\"course\":null,\"evidence\":\" 302,\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"310\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\" 367, \",\"course\":null,\"evidence\":\" 367, \",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" placement intoCOMP SCI 300, \",\"course\":null,\"evidence\":\" placement intoCOMP SCI 300, \",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" orL I S/COMP SCI 102(COMP SCI 202 prior to Fall 2023), \",\"course\":null,\"evidence\":\" orL I S/COMP SCI 102(COMP SCI 202 prior to Fall 2023), \",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" graduate/professional standing, \",\"course\":null,\"evidence\":\" graduate/professional standing, \",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\" or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n10\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301, 302, and 367 are mentioned in requirements_text but not found in linked_courses or lookups.\",\"COMP SCI 202 is referenced in a parenthetical condition but not in linked_courses.\",\"LIS/COMP SCI 102 is a combined condition; 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Her class is somewhat easy, and it is a good way to bring your GPA up.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2006-10-31 12:35:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f194698d5635e76264ef3707\",\"instructor_id\":\"rmp:351690\",\"instructor_name\":\"Deborah Joseph\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyMzM2ODc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351690\"},{\"comment\":\"Barford is an unbelievably good resource for students. His copious amount of knowledge in the field as well as generally phenomenal insight into any situation made this class phenomenal. Genuinely cares about your product and your learning.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2014-05-14 21:09:51 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e390e0a2570b3fe6c2ae2fc2\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIzMjUwMjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"},{\"comment\":\"An Hai was the best CS professor I've ever had. He's also a brilliant data scientist and he explained complex concepts in a clear way. His lectures were hilarious and full of career, dating, and life advice. He even sent a long email after final grades were posted to give extra advice to the class. He truly cares about his students.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2016-12-24 01:32:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2cfea48d16e475314143b893\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NjE1ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"}],\"evidence_count\":3,\"review_ids\":[\"f194698d5635e76264ef3707\",\"e390e0a2570b3fe6c2ae2fc2\",\"2cfea48d16e475314143b893\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"},{\"id\":\"rmp:351690\",\"name\":\"Deborah Joseph\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as phenomenal teachers who explain complex concepts clearly and patiently.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"She is a nice professor, especially for international students because she is good and patient on explaining things when students don't understand. Her class is somewhat easy, and it is a good way to bring your GPA up.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2006-10-31 12:35:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f194698d5635e76264ef3707\",\"instructor_id\":\"rmp:351690\",\"instructor_name\":\"Deborah Joseph\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyMzM2ODc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351690\"},{\"comment\":\"Barford is an unbelievably good resource for students. His copious amount of knowledge in the field as well as generally phenomenal insight into any situation made this class phenomenal. Genuinely cares about your product and your learning.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2014-05-14 21:09:51 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e390e0a2570b3fe6c2ae2fc2\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIzMjUwMjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"},{\"comment\":\"Okay, everyone knows Remzi is the best. But taking Starting a Software Company with him is a different experience from OS. Phenomenal teacher who more or less, demands you start thinking outside the box to be successful. Highly, highly recommend.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2014-05-14 21:17:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"93d00b166eeca286a5bee349\",\"instructor_id\":\"rmp:131676\",\"instructor_name\":\"Remzi Arpaci-Dusseau\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIzMjUwMzc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131676\"},{\"comment\":\"An Hai was the best CS professor I've ever had. He's also a brilliant data scientist and he explained complex concepts in a clear way. His lectures were hilarious and full of career, dating, and life advice. He even sent a long email after final grades were posted to give extra advice to the class. He truly cares about his students.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2016-12-24 01:32:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2cfea48d16e475314143b893\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NjE1ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"I had hobbes for the CS Tutor class. Hobbes is funny and the class is incredible. Tutoring into students is quite rewarding and this is an easy way to get a credit (and come back after that semester for pay too)\",\"course_id\":\"COMPSCI 638\",\"date\":\"2017-12-22 14:53:22 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"68b5b0b25bb9111c748b9686\",\"instructor_id\":\"rmp:1856181\",\"instructor_name\":\"Laura Legault\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MzE3MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1856181\"},{\"comment\":\"Gas professor. Definitely the best CS professor I've had.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2024-04-15 20:06:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b0189752fcc43c57a6db724d\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MTc2ODQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"}],\"evidence_count\":6,\"review_ids\":[\"f194698d5635e76264ef3707\",\"e390e0a2570b3fe6c2ae2fc2\",\"93d00b166eeca286a5bee349\",\"2cfea48d16e475314143b893\",\"68b5b0b25bb9111c748b9686\",\"b0189752fcc43c57a6db724d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"},{\"id\":\"rmp:131676\",\"name\":\"Remzi Arpaci-Dusseau\"},{\"id\":\"rmp:1856181\",\"name\":\"Laura Legault\"},{\"id\":\"rmp:351690\",\"name\":\"Deborah Joseph\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently rate the course and instructors highly, noting that professors genuinely care about student learning and success.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"She is a nice professor, especially for international students because she is good and patient on explaining things when students don't understand. Her class is somewhat easy, and it is a good way to bring your GPA up.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2006-10-31 12:35:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f194698d5635e76264ef3707\",\"instructor_id\":\"rmp:351690\",\"instructor_name\":\"Deborah Joseph\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyMzM2ODc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351690\"},{\"comment\":\"I had hobbes for the CS Tutor class. Hobbes is funny and the class is incredible. Tutoring into students is quite rewarding and this is an easy way to get a credit (and come back after that semester for pay too)\",\"course_id\":\"COMPSCI 638\",\"date\":\"2017-12-22 14:53:22 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"68b5b0b25bb9111c748b9686\",\"instructor_id\":\"rmp:1856181\",\"instructor_name\":\"Laura Legault\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MzE3MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1856181\"}],\"evidence_count\":2,\"review_ids\":[\"f194698d5635e76264ef3707\",\"68b5b0b25bb9111c748b9686\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1856181\",\"name\":\"Laura Legault\"},{\"id\":\"rmp:351690\",\"name\":\"Deborah Joseph\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"The course is perceived as easy and a good way to boost GPA, with some reviews noting it is an easy way to get credit.\"}]}","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_451e04263559a1194fd692f0","course_id":"COMPSCI 638","catalog_version_id":"4a73a949570e17ead7c9b4d01f1967c3a635b79252d929f569a90300b5f4513e","record_version_id":"7dabc385fe435f4a96f7964f510b5f33e09e9c02f1e7f6835663a8ff9e61a0dc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7ff588fb730629cf63fdd739212e299279074ec10deb39d3f4b0043f6b1f50c5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"de864b8e2da2b0be7245915fc0430b036dca22d26d55b9cf077fbf2741d82d04\",\"course_id\":\"COMPSCI 638\",\"current_instructors\":[{\"instructor_uid\":\"instructor_e0b82f2d934a901e74320b01\",\"message\":\"No course-specific reviews available\",\"name\":\"Rahul Chatterjee\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2533241\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_570635b99c1c1cbcfe9e05e1\",\"message\":\"No course-specific reviews available\",\"name\":\"Swamit Tannu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2833415\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Deborah Joseph\",\"review_date\":\"2006-10-31 12:35:45 +0000 UTC\",\"review_id\":\"f194698d5635e76264ef3707\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:351690\",\"source_review_id\":\"UmF0aW5nLTEyMzM2ODc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351690\",\"type\":\"review\"},{\"instructor_name\":\"Remzi Arpaci-Dusseau\",\"review_date\":\"2014-05-14 21:17:37 +0000 UTC\",\"review_id\":\"93d00b166eeca286a5bee349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131676\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMzc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131676\",\"type\":\"review\"},{\"instructor_name\":\"Laura Legault\",\"review_date\":\"2017-12-22 14:53:22 +0000 UTC\",\"review_id\":\"68b5b0b25bb9111c748b9686\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1856181\",\"source_review_id\":\"UmF0aW5nLTI5MzE3MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1856181\",\"type\":\"review\"}],\"text\":\"Historical reviews of Deborah Joseph, Laura Legault, Remzi Arpaci-Dusseau: Reviewers describe the course as generally easy, though one instructor is noted for requiring outside-the-box thinking.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2024-04-15 20:06:35 +0000 UTC\",\"review_id\":\"b0189752fcc43c57a6db724d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTM5MTc2ODQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"}],\"text\":\"Paul Barford is described as a gas professor and the best CS professor by one reviewer. This historical review from 2024 highlights his high quality rating.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2014-05-14 21:09:51 +0000 UTC\",\"review_id\":\"e390e0a2570b3fe6c2ae2fc2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"},{\"instructor_name\":\"Remzi Arpaci-Dusseau\",\"review_date\":\"2014-05-14 21:17:37 +0000 UTC\",\"review_id\":\"93d00b166eeca286a5bee349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131676\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMzc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131676\",\"type\":\"review\"},{\"instructor_name\":\"Anhai Doan\",\"review_date\":\"2016-12-24 01:32:48 +0000 UTC\",\"review_id\":\"2cfea48d16e475314143b893\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1072360\",\"source_review_id\":\"UmF0aW5nLTI3NjE1ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\",\"type\":\"review\"}],\"text\":\"Historical reviews highlight varied teaching styles across past instructors, with some praised for clarity and others noted for demanding independent thinking.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.86 GPA, 86.4% A/AB (n=22 letter grades); Spring 2025: 3.83 GPA, 93.9% A/AB (n=33 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2014-05-14 21:09:51 +0000 UTC\",\"review_id\":\"e390e0a2570b3fe6c2ae2fc2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"},{\"instructor_name\":\"Anhai Doan\",\"review_date\":\"2016-12-24 01:32:48 +0000 UTC\",\"review_id\":\"2cfea48d16e475314143b893\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1072360\",\"source_review_id\":\"UmF0aW5nLTI3NjE1ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\",\"type\":\"review\"}],\"text\":\"Historical reviews of Anhai Doan, Paul Barford: Students appreciate past instructors who genuinely care about learning and explain complex concepts clearly.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"}],\"text\":\"DEBORAH JOSEPH is recorded teaching in Fall 2006, Fall 2007. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"LAURA LEGAULT is recorded teaching in Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"PAUL BARFORD is recorded teaching in Fall 2006, Fall 2007, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL CHATTERJEE is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"REMZI ARPACI-DUSSEAU is recorded teaching in Fall 2011, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SWAMIT TANNU is recorded teaching in Spring 2026. 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}]