[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"f83da5b1aa7be500543610de94d9098001e67ccc0ffb2da46b95235f333ce740","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a19f0081f0c86bacfb1494c79f0e3933bcaed653f6fbbf3eec69d00e8f4d3113","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-standing\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"f83da5b1aa7be500543610de94d9098001e67ccc0ffb2da46b95235f333ce740","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a19f0081f0c86bacfb1494c79f0e3933bcaed653f6fbbf3eec69d00e8f4d3113","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"advanced computer science topics\",\"special interest computing course\",\"instructor selected CS topic\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"title\",\"quote\":\"TOPICS IN COMPUTING\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"},{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science. Each offering of the course will cover a topic selected by the instructor.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Advanced topics of special interest in Computer Science, with each offering covering a topic selected by the instructor.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Advanced topics in various areas of Computer Science\"},{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Each offering of the course will cover a topic selected by the instructor.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Topics selected by the instructor for each offering\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"f83da5b1aa7be500543610de94d9098001e67ccc0ffb2da46b95235f333ce740","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a19f0081f0c86bacfb1494c79f0e3933bcaed653f6fbbf3eec69d00e8f4d3113","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"}],\"evidence_count\":1,\"review_ids\":[\"f0aad3c6e21dd30118337f62\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2066423\",\"summary\":\"Cited reviews praise Paris Koutris for teaching concepts amazingly well, providing good examples, and highly readable lecture notes.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":1,\"review_ids\":[\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1618280\",\"summary\":\"One reviewer describes Shuchi Chawla as incredibly kind and sympathetic, noting she puts immense effort in lectures and provides plenty of resources.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":1,\"review_ids\":[\"e97d72c013403eacb938f6b8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1618280\",\"summary\":\"One reviewer characterizes the performance expectation under Shuchi Chawla as olympics gold medal level, stating you can be pushed over anytime.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"f83da5b1aa7be500543610de94d9098001e67ccc0ffb2da46b95235f333ce740","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a19f0081f0c86bacfb1494c79f0e3933bcaed653f6fbbf3eec69d00e8f4d3113","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"027579db11f343c76963bcb6af2c4e988c3e3d00a21553a85dd1eb408d2100a5\",\"course_id\":\"COMPSCI 838\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2018-03-07 14:01:38 +0000 UTC\",\"review_id\":\"e97d72c013403eacb938f6b8\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students described the performance expectations as extremely high, likening the required level to an Olympic gold medal standard.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2023-12-16 06:52:17 +0000 UTC\",\"review_id\":\"ab3b6e9de50e0c81f6a4b063\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course covers challenging material with a grading curve, and the instructor puts immense effort into lectures while providing plenty of resources.\"},{\"citations\":[{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 4.00 GPA, 100.0% A/AB (n=80 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=24 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2018-03-07 14:34:33 +0000 UTC\",\"review_id\":\"0ad972bc2d4d863cde31d12a\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTI5NjMwNTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student found the instructor forthright and a joy to work with, though they noted that trust was not preserved.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"PARIS KOUTRIS is recorded teaching in Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d55581fb3d5415b40fdf9896fe372b15e103e147e1b56fe825324ba91bdb26ec","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d55581fb3d5415b40fdf9896fe372b15e103e147e1b56fe825324ba91bdb26ec","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"advanced computer science topics\",\"graduate computing seminar\",\"special interest CS course\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science. Each offering of the course will cover a topic selected by the instructor.\"}],\"text\":\"COMPSCI 838 covers advanced, instructor-selected topics in various areas of Computer Science for graduate students.\"},\"topics\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d55581fb3d5415b40fdf9896fe372b15e103e147e1b56fe825324ba91bdb26ec","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c5799255ba902a5b67ae16f5efd0d4add96330ae0711fb6fdacebfb9d74420a1","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c5799255ba902a5b67ae16f5efd0d4add96330ae0711fb6fdacebfb9d74420a1","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"advanced computer science topics\",\"graduate computing seminar\",\"special interest CS course\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science. Each offering of the course will cover a topic selected by the instructor.\"}],\"text\":\"COMPSCI 838 covers advanced, instructor-selected topics in various areas of Computer Science for graduate students.\"},\"topics\":[]}","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_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c5799255ba902a5b67ae16f5efd0d4add96330ae0711fb6fdacebfb9d74420a1","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":2,\"review_ids\":[\"f0aad3c6e21dd30118337f62\",\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"},{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Paris Koutris teaches concepts amazingly well with good examples and readable notes. Shuchi Chawla puts immense effort into lectures and is kind and sympathetic.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":1,\"review_ids\":[\"e97d72c013403eacb938f6b8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"The course is extremely difficult, requiring Olympic gold medal level performance, with a high risk of failure.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"},{\"comment\":\"Prof jbr is very forthright and a real joy to work with. Your trust is not preserved only to be broken soon\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:34:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0ad972bc2d4d863cde31d12a\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwNTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"},{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":4,\"review_ids\":[\"f0aad3c6e21dd30118337f62\",\"e97d72c013403eacb938f6b8\",\"0ad972bc2d4d863cde31d12a\",\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"},{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"While instructors are highly rated and effective, the course is known for being very challenging and potentially harsh on students.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"f83da5b1aa7be500543610de94d9098001e67ccc0ffb2da46b95235f333ce740","job_id":"enrich-6556a505c10f448d98d02466","output_id":"fcf653ce976ffcdb64892c6a16e9d3640bb0b5f0d1972caa4841b18655835ece","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-standing\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"f83da5b1aa7be500543610de94d9098001e67ccc0ffb2da46b95235f333ce740","job_id":"enrich-6556a505c10f448d98d02466","output_id":"fcf653ce976ffcdb64892c6a16e9d3640bb0b5f0d1972caa4841b18655835ece","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"advanced computer science topics\",\"special interest computing course\",\"instructor selected CS topic\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"title\",\"quote\":\"TOPICS IN COMPUTING\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"},{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science. Each offering of the course will cover a topic selected by the instructor.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Advanced topics of special interest in Computer Science, with each offering covering a topic selected by the instructor.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Advanced topics in various areas of Computer Science\"},{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Each offering of the course will cover a topic selected by the instructor.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Topics selected by the instructor for each offering\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"f83da5b1aa7be500543610de94d9098001e67ccc0ffb2da46b95235f333ce740","job_id":"enrich-6556a505c10f448d98d02466","output_id":"fcf653ce976ffcdb64892c6a16e9d3640bb0b5f0d1972caa4841b18655835ece","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"}],\"evidence_count\":1,\"review_ids\":[\"f0aad3c6e21dd30118337f62\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2016\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2066423\",\"summary\":\"Cited reviews praise Paris Koutris for teaching concepts amazingly well, providing good examples, and highly readable lecture notes.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":1,\"review_ids\":[\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1618280\",\"summary\":\"One reviewer describes Shuchi Chawla as incredibly kind and sympathetic, noting she puts immense effort in lectures and provides plenty of resources.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":1,\"review_ids\":[\"e97d72c013403eacb938f6b8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1618280\",\"summary\":\"One reviewer characterizes the performance expectation under Shuchi Chawla as olympics gold medal level, stating you can be pushed over anytime.\"}]}","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_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a68d73fde8616895f6dbc1455d2cabf76ee84db9fe7acf68aebbc929a31c9cc0","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a68d73fde8616895f6dbc1455d2cabf76ee84db9fe7acf68aebbc929a31c9cc0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"advanced computer science topics\",\"graduate computing seminar\",\"special interest CS course\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science. Each offering of the course will cover a topic selected by the instructor.\"}],\"text\":\"COMPSCI 838 covers advanced, instructor-selected topics in various areas of Computer Science for graduate students.\"},\"topics\":[]}","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_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a68d73fde8616895f6dbc1455d2cabf76ee84db9fe7acf68aebbc929a31c9cc0","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":2,\"review_ids\":[\"f0aad3c6e21dd30118337f62\",\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"},{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Paris Koutris teaches concepts amazingly well with good examples and readable notes. Shuchi Chawla puts immense effort into lectures and is kind and sympathetic.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":1,\"review_ids\":[\"e97d72c013403eacb938f6b8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"The course is extremely difficult, requiring Olympic gold medal level performance, with a high risk of failure.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"},{\"comment\":\"Prof jbr is very forthright and a real joy to work with. Your trust is not preserved only to be broken soon\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:34:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0ad972bc2d4d863cde31d12a\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwNTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"},{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":4,\"review_ids\":[\"f0aad3c6e21dd30118337f62\",\"e97d72c013403eacb938f6b8\",\"0ad972bc2d4d863cde31d12a\",\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"},{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"While instructors are highly rated and effective, the course is known for being very challenging and potentially harsh on students.\"}]}","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_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a68d73fde8616895f6dbc1455d2cabf76ee84db9fe7acf68aebbc929a31c9cc0","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"a51a9797f3ad426ff6548e6a521242b138669bef648373baaf8471c18a501335\",\"course_id\":\"COMPSCI 838\",\"current_instructors\":[],\"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\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 4.00 GPA, 100.0% A/AB (n=80 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=24 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"PARIS KOUTRIS is recorded teaching in Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"ec986cb32968955dfca4d63d78d9f0877d63414f227537e09b9eeaa69f80e343","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"ec986cb32968955dfca4d63d78d9f0877d63414f227537e09b9eeaa69f80e343","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"advanced computer science topics\",\"graduate computing seminar\",\"special interest CS course\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 838\",\"field\":\"description\",\"quote\":\"Advanced topics of special interest to students in various areas of Computer Science. Each offering of the course will cover a topic selected by the instructor.\"}],\"text\":\"COMPSCI 838 covers advanced, instructor-selected topics in various areas of Computer Science for graduate students.\"},\"topics\":[]}","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_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"ec986cb32968955dfca4d63d78d9f0877d63414f227537e09b9eeaa69f80e343","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":2,\"review_ids\":[\"f0aad3c6e21dd30118337f62\",\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"},{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Paris Koutris teaches concepts amazingly well with good examples and readable notes. Shuchi Chawla puts immense effort into lectures and is kind and sympathetic.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":1,\"review_ids\":[\"e97d72c013403eacb938f6b8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"The course is extremely difficult, requiring Olympic gold medal level performance, with a high risk of failure.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Paris's area of expertise is Database Theory and boy is he good at that. For people interested in theoretical foundations for databases, this is the guy and class to take. He teaches the concepts amazingly well, his examples are really good and the lecture notes highly readable. You need to know probability and theory a bit though. He's hot ;-)\",\"course_id\":\"COMPSCI 838\",\"date\":\"2016-05-07 16:47:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"f0aad3c6e21dd30118337f62\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"you have to walk along the edge of the cliff, your performance has to be olympics gold medal level and you can be pushed over anytime\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:01:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e97d72c013403eacb938f6b8\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"},{\"comment\":\"Prof jbr is very forthright and a real joy to work with. Your trust is not preserved only to be broken soon\",\"course_id\":\"COMPSCI 838\",\"date\":\"2018-03-07 14:34:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0ad972bc2d4d863cde31d12a\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5NjMwNTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"},{\"comment\":\"Dr. Chawla puts immense effort in her lectures and is an incredibly kind and sympathetic professor. The material is challenging but she provides plenty of resources and the curve helps. \",\"course_id\":\"COMPSCI 838\",\"date\":\"2023-12-16 06:52:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3b6e9de50e0c81f6a4b063\",\"instructor_id\":\"rmp:1618280\",\"instructor_name\":\"Shuchi Chawla\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\"}],\"evidence_count\":4,\"review_ids\":[\"f0aad3c6e21dd30118337f62\",\"e97d72c013403eacb938f6b8\",\"0ad972bc2d4d863cde31d12a\",\"ab3b6e9de50e0c81f6a4b063\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1618280\",\"name\":\"Shuchi Chawla\"},{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"While instructors are highly rated and effective, the course is known for being very challenging and potentially harsh on students.\"}]}","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_c01310eb7bc18e1b764e2954","course_id":"COMPSCI 838","catalog_version_id":"81d602dc70c96b23a732aa61dd40aeb94ac1ed35f98f8a8e16cbea66e064794a","record_version_id":"ff52d17a715b035ac4d248dfe10535185dd4d181e33d5a1e97103d6c8f57e0aa","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"ec986cb32968955dfca4d63d78d9f0877d63414f227537e09b9eeaa69f80e343","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a51a9797f3ad426ff6548e6a521242b138669bef648373baaf8471c18a501335\",\"course_id\":\"COMPSCI 838\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2018-03-07 14:01:38 +0000 UTC\",\"review_id\":\"e97d72c013403eacb938f6b8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"},{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2023-12-16 06:52:17 +0000 UTC\",\"review_id\":\"ab3b6e9de50e0c81f6a4b063\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"}],\"text\":\"Historical reviews of Shuchi Chawla: Shuchi Chawla’s course is challenging, requiring high performance, but she provides resources and a grading curve.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2018-03-07 14:01:38 +0000 UTC\",\"review_id\":\"e97d72c013403eacb938f6b8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTI5NjMwMzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"},{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2018-03-07 14:34:33 +0000 UTC\",\"review_id\":\"0ad972bc2d4d863cde31d12a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTI5NjMwNTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"},{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2023-12-16 06:52:17 +0000 UTC\",\"review_id\":\"ab3b6e9de50e0c81f6a4b063\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"}],\"text\":\"Historical reviews of Shuchi Chawla: Shuchi Chawla is described as putting immense effort into lectures and being kind, though one review notes her forthright nature. Students report the course requires Olympic-level performance and involves significant difficulty, with one reviewer feeling trust was broken. Another review highlights that while material is challenging, resources and grading curves help manage the workload.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2016-05-07 16:47:45 +0000 UTC\",\"review_id\":\"f0aad3c6e21dd30118337f62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"}],\"text\":\"Historical reviews of Paris Koutris: Paris Koutris teaches Database Theory concepts clearly with readable notes, though it requires background knowledge.\"},{\"citations\":[{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2020: 4.00 GPA, 100.0% A/AB (n=80 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=24 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2016-05-07 16:47:45 +0000 UTC\",\"review_id\":\"f0aad3c6e21dd30118337f62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI2NDk5NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Shuchi Chawla\",\"review_date\":\"2023-12-16 06:52:17 +0000 UTC\",\"review_id\":\"ab3b6e9de50e0c81f6a4b063\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1618280\",\"source_review_id\":\"UmF0aW5nLTM4NzA0NjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1618280\",\"type\":\"review\"}],\"text\":\"Historical reviews of Paris Koutris, Shuchi Chawla: Koutris offers excellent examples and readable notes, while Chawla is described as kind and sympathetic.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 838\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"source_record\":{\"entity_id\":\"c5bbc1b2-f399-34a9-b698-18fa4c30b44e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"PARIS KOUTRIS is recorded teaching in Spring 2016. 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}]