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I also took cs640 undergrad networks with him, which is a great experience as well. \",\"course_id\":\"COMPSCI 740\",\"date\":\"2023-05-25 16:49:26 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f3fe896bded06d03f40799ba\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTg5MDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"},{\"comment\":\"Professor Ming has excellent taste in papers and explains them clearly, showing his extensive knowledge in networks and related fields. Highly recommended for both entry-level and graduate-level network studies.\",\"course_id\":\"COMPSCI 740\",\"date\":\"2024-12-21 00:24:18 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"6d8006622aceb82dcf0dea8a\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDAyNjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"}],\"evidence_count\":3,\"review_ids\":[\"95b8bb8672823430bea018ca\",\"f3fe896bded06d03f40799ba\",\"6d8006622aceb82dcf0dea8a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"},{\"id\":\"rmp:2882262\",\"name\":\"Ming Liu\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Professors are highly knowledgeable and explain complex network concepts clearly, making them easy to understand.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Professor Barford is highly knowledgeable in advance networks topics. His classes are very interactive, creating a healthy discussion environment for students to express ideas and ask relevant questions. His lectures in general are very inspiring.\",\"course_id\":\"COMPSCI 740\",\"date\":\"2018-10-08 13:19:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"95b8bb8672823430bea018ca\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwNTUwODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"},{\"comment\":\"Best professor ever!!!\",\"course_id\":\"COMPSCI 740\",\"date\":\"2023-02-17 02:18:38 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e252a0be99954e89644c6f5a\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NDM4NzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"},{\"comment\":\"One of my fav profs in CS. Extremely knowledgable in networks and related areas, and very passionate about teaching. He makes complex and abstract networks concepts so easy to understand. I also took cs640 undergrad networks with him, which is a great experience as well. \",\"course_id\":\"COMPSCI 740\",\"date\":\"2023-05-25 16:49:26 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f3fe896bded06d03f40799ba\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTg5MDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"},{\"comment\":\"Professor Ming has excellent taste in papers and explains them clearly, showing his extensive knowledge in networks and related fields. Highly recommended for both entry-level and graduate-level network studies.\",\"course_id\":\"COMPSCI 740\",\"date\":\"2024-12-21 00:24:18 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"6d8006622aceb82dcf0dea8a\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDAyNjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"},{\"comment\":\"Ming is the best professor, researcher, and mentor you can find in/out-side UW. I've taken both his classes CS640/740. His insights are immense -- you'll feel that these courses are invaluable after some time passes in your life/career. He is also a rising star in his field, and will undoubtedly become a highly represented figure in near future.  \",\"course_id\":\"COMPSCI 740\",\"date\":\"2026-02-05 16:32:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1ec3bc3a23ba8992695d92f1\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTg2MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"}],\"evidence_count\":5,\"review_ids\":[\"95b8bb8672823430bea018ca\",\"e252a0be99954e89644c6f5a\",\"f3fe896bded06d03f40799ba\",\"6d8006622aceb82dcf0dea8a\",\"1ec3bc3a23ba8992695d92f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"},{\"id\":\"rmp:2882262\",\"name\":\"Ming Liu\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Students highly recommend the course and professors, describing them as inspiring, passionate, and invaluable for career development.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Professor Barford is highly knowledgeable in advance networks topics. His classes are very interactive, creating a healthy discussion environment for students to express ideas and ask relevant questions. His lectures in general are very inspiring.\",\"course_id\":\"COMPSCI 740\",\"date\":\"2018-10-08 13:19:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"95b8bb8672823430bea018ca\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwNTUwODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"},{\"comment\":\"Cs-640 Great at answering questions. Not so great at running a class. Grades were a bit of a mystery- quizzes were either really hard or really easy, but seemed to be participation only. TAs were sometimes at office hours. \\n\\nWhen time was called on the final, half of the class kept taking the exam for the next 5 minutes - unfair. \",\"course_id\":\"COMPSCI 740\",\"date\":\"2025-05-10 15:40:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4600e9df8c5646b5e803952f\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjM2NzMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"}],\"evidence_count\":2,\"review_ids\":[\"95b8bb8672823430bea018ca\",\"4600e9df8c5646b5e803952f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"},{\"id\":\"rmp:2882262\",\"name\":\"Ming Liu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"While some find the class interactive and well-run, others criticize the professor for not running the class well and having unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Cs-640 Great at answering questions. Not so great at running a class. Grades were a bit of a mystery- quizzes were either really hard or really easy, but seemed to be participation only. TAs were sometimes at office hours. \\n\\nWhen time was called on the final, half of the class kept taking the exam for the next 5 minutes - unfair. \",\"course_id\":\"COMPSCI 740\",\"date\":\"2025-05-10 15:40:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4600e9df8c5646b5e803952f\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjM2NzMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"}],\"evidence_count\":1,\"review_ids\":[\"4600e9df8c5646b5e803952f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2882262\",\"name\":\"Ming Liu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Some students found quizzes unpredictable in difficulty and felt the final exam timing was unfair.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Nothing good to say about him!\",\"course_id\":\"COMPSCI 740\",\"date\":\"2026-03-28 01:00:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"52f29b8eb00c7727ac3ceb2d\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNzQ4NTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"}],\"evidence_count\":1,\"review_ids\":[\"52f29b8eb00c7727ac3ceb2d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"negative\",\"summary\":\"One student expressed strong dissatisfaction with the professor.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b599104ce744034adf49c985","course_id":"COMPSCI 740","catalog_version_id":"61964101f653b125181076e1e7d01010f108b3765daf06744dcd8d9dca036a89","record_version_id":"1951f61e4101513a2860459fee0887a7458336e5f284ba5575561bbdec62edcc","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c829ab999fbe9545c905556910e05e59b708224ff403a1e8da5dc8f2982e4970","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"7c621793df8340781b852515c0f10c67427c40e9241a47deb6b84b12e381e209\",\"course_id\":\"COMPSCI 740\",\"current_instructors\":[{\"instructor_uid\":\"instructor_3ac838c6afee48372d59d98f\",\"message\":\"Summary generation failed\",\"name\":\"Ming Liu\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2882262\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.92 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 3.74 GPA, 84.2% A/AB (n=19 letter grades); Fall 2025: 3.82 GPA, 94.7% A/AB (n=19 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_3ac838c6afee48372d59d98f\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.74 GPA, 84.2% A/AB (n=19 letter grades); Spring 2025: 3.66 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.82 GPA, 94.7% A/AB (n=19 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MING LIU is recorded teaching in Spring 2022, Spring 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"PAUL BARFORD is recorded teaching in Spring 2014, Spring 2016, Spring 2017, Fall 2018, Fall 2020, Fall 2022, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_3ac838c6afee48372d59d98f\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b599104ce744034adf49c985","course_id":"COMPSCI 740","catalog_version_id":"61964101f653b125181076e1e7d01010f108b3765daf06744dcd8d9dca036a89","record_version_id":"1951f61e4101513a2860459fee0887a7458336e5f284ba5575561bbdec62edcc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"6505e228f5976c7bb0dbf5c5cb6ff67d483b345557a4817af76d873e57f07fb5","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b599104ce744034adf49c985","course_id":"COMPSCI 740","catalog_version_id":"61964101f653b125181076e1e7d01010f108b3765daf06744dcd8d9dca036a89","record_version_id":"1951f61e4101513a2860459fee0887a7458336e5f284ba5575561bbdec62edcc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"6505e228f5976c7bb0dbf5c5cb6ff67d483b345557a4817af76d873e57f07fb5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI 640\",\"field\":\"description\",\"quote\":\"Architecture of computer networks and network protocols, protocol layering, reliable transmission, congestion control, flow control, naming and addressing, unicast and multicast routing, network security, network performance widely used protocols such as Ethernet, wireless LANs, IP, TCP, and HTTP.\"}],\"text\":\"Knowledge of computer network design and protocols\"}],\"search_phrases\":[\"computer network design\",\"network protocols\",\"congestion control\",\"routing algorithms\",\"network security\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI 740\",\"field\":\"description\",\"quote\":\"congestion and flow control; 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I also took cs640 undergrad networks with him, which is a great experience as well. \",\"course_id\":\"COMPSCI 740\",\"date\":\"2023-05-25 16:49:26 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f3fe896bded06d03f40799ba\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTg5MDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"},{\"comment\":\"Professor Ming has excellent taste in papers and explains them clearly, showing his extensive knowledge in networks and related fields. 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Extremely knowledgable in networks and related areas, and very passionate about teaching. He makes complex and abstract networks concepts so easy to understand. I also took cs640 undergrad networks with him, which is a great experience as well. \",\"course_id\":\"COMPSCI 740\",\"date\":\"2023-05-25 16:49:26 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f3fe896bded06d03f40799ba\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTg5MDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"},{\"comment\":\"Professor Ming has excellent taste in papers and explains them clearly, showing his extensive knowledge in networks and related fields. Highly recommended for both entry-level and graduate-level network studies.\",\"course_id\":\"COMPSCI 740\",\"date\":\"2024-12-21 00:24:18 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"6d8006622aceb82dcf0dea8a\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDAyNjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"},{\"comment\":\"Ming is the best professor, researcher, and mentor you can find in/out-side UW. I've taken both his classes CS640/740. His insights are immense -- you'll feel that these courses are invaluable after some time passes in your life/career. 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Not so great at running a class. Grades were a bit of a mystery- quizzes were either really hard or really easy, but seemed to be participation only. TAs were sometimes at office hours. \\n\\nWhen time was called on the final, half of the class kept taking the exam for the next 5 minutes - unfair. \",\"course_id\":\"COMPSCI 740\",\"date\":\"2025-05-10 15:40:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4600e9df8c5646b5e803952f\",\"instructor_id\":\"rmp:2882262\",\"instructor_name\":\"Ming Liu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjM2NzMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\"}],\"evidence_count\":1,\"review_ids\":[\"4600e9df8c5646b5e803952f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2882262\",\"name\":\"Ming Liu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Some students found quizzes unpredictable in difficulty and felt the final exam timing was unfair.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Nothing good to say about him!\",\"course_id\":\"COMPSCI 740\",\"date\":\"2026-03-28 01:00:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"52f29b8eb00c7727ac3ceb2d\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNzQ4NTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"}],\"evidence_count\":1,\"review_ids\":[\"52f29b8eb00c7727ac3ceb2d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"negative\",\"summary\":\"One student expressed strong dissatisfaction with the professor.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b599104ce744034adf49c985","course_id":"COMPSCI 740","catalog_version_id":"61964101f653b125181076e1e7d01010f108b3765daf06744dcd8d9dca036a89","record_version_id":"1951f61e4101513a2860459fee0887a7458336e5f284ba5575561bbdec62edcc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"6505e228f5976c7bb0dbf5c5cb6ff67d483b345557a4817af76d873e57f07fb5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7c621793df8340781b852515c0f10c67427c40e9241a47deb6b84b12e381e209\",\"course_id\":\"COMPSCI 740\",\"current_instructors\":[{\"instructor_uid\":\"instructor_3ac838c6afee48372d59d98f\",\"message\":null,\"name\":\"Ming Liu\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2882262\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2023-02-17 02:18:38 +0000 UTC\",\"review_id\":\"e252a0be99954e89644c6f5a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTM3NDM4NzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"},{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2023-05-25 16:49:26 +0000 UTC\",\"review_id\":\"f3fe896bded06d03f40799ba\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTM3OTg5MDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"},{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2024-12-21 00:24:18 +0000 UTC\",\"review_id\":\"6d8006622aceb82dcf0dea8a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTQwNDAyNjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"},{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2026-02-05 16:32:39 +0000 UTC\",\"review_id\":\"1ec3bc3a23ba8992695d92f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTQyNTg2MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"}],\"text\":\"Ming Liu is described as knowledgeable in networks and passionate about teaching, with reviewers noting he makes complex concepts easy to understand. Students value his clear explanations of papers and describe him as an excellent mentor and researcher.\"},{\"citations\":[{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2025-05-10 15:40:53 +0000 UTC\",\"review_id\":\"4600e9df8c5646b5e803952f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTQxMjM2NzMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"}],\"text\":\"One reviewer criticized Liu's class management, citing unclear grading and inconsistent quiz difficulty. This student also reported unfairness regarding final exam time limits, contrasting with the generally positive sentiment found in other reviews.\"},{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.92 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 3.74 GPA, 84.2% A/AB (n=19 letter grades); Fall 2025: 3.82 GPA, 94.7% A/AB (n=19 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2025-05-10 15:40:53 +0000 UTC\",\"review_id\":\"4600e9df8c5646b5e803952f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTQxMjM2NzMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"}],\"text\":\"One review criticizes class management and grading transparency, describing the experience as unfair due to mystery quizzes and exam proctoring issues.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2018-10-08 13:19:04 +0000 UTC\",\"review_id\":\"95b8bb8672823430bea018ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTMwNTUwODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"},{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2026-03-28 01:00:27 +0000 UTC\",\"review_id\":\"52f29b8eb00c7727ac3ceb2d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTQyNzQ4NTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"}],\"text\":\"Ming Liu is the current instructor for COMPSCI 740. Historical reviews for Paul Barford show conflicting experiences, with one praising his interactive lectures and another offering no positive feedback.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2023-02-17 02:18:38 +0000 UTC\",\"review_id\":\"e252a0be99954e89644c6f5a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTM3NDM4NzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"},{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2023-05-25 16:49:26 +0000 UTC\",\"review_id\":\"f3fe896bded06d03f40799ba\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTM3OTg5MDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"},{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2024-12-21 00:24:18 +0000 UTC\",\"review_id\":\"6d8006622aceb82dcf0dea8a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTQwNDAyNjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"},{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2026-02-05 16:32:39 +0000 UTC\",\"review_id\":\"1ec3bc3a23ba8992695d92f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTQyNTg2MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"}],\"text\":\"Reviewers praise Ming Liu as an extremely knowledgeable and passionate instructor who makes complex network concepts easy to understand.\"},{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.74 GPA, 84.2% A/AB (n=19 letter grades); Spring 2025: 3.66 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.82 GPA, 94.7% A/AB (n=19 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2023-05-25 16:49:26 +0000 UTC\",\"review_id\":\"f3fe896bded06d03f40799ba\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTM3OTg5MDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"},{\"instructor_name\":\"Ming Liu\",\"review_date\":\"2024-12-21 00:24:18 +0000 UTC\",\"review_id\":\"6d8006622aceb82dcf0dea8a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2882262\",\"source_review_id\":\"UmF0aW5nLTQwNDAyNjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2882262\",\"type\":\"review\"}],\"text\":\"Students appreciate Liu's clear explanations of abstract network concepts and his excellent selection of papers, recommending the course for both entry-level and graduate studies.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MING LIU is recorded teaching in Spring 2022, Spring 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 740\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"source_record\":{\"entity_id\":\"1d9e4abc-13f1-33a2-a266-06bd17a93da9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"PAUL BARFORD is recorded teaching in Spring 2014, Spring 2016, Spring 2017, Fall 2018, Fall 2020, Fall 2022, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]