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The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. 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The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"}],\"evidence_count\":2,\"review_ids\":[\"f38cf42fcf5e2347a1978ca1\",\"b90972aee1cd510726f9b64f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2761383\",\"summary\":\"Reviewers note that the course project under Umit Ogras is fun but can be time-consuming and accounts for ~50% of the grade.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Excellent professor who delivers engaging lectures. The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"}],\"evidence_count\":2,\"review_ids\":[\"f38cf42fcf5e2347a1978ca1\",\"b90972aee1cd510726f9b64f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2761383\",\"summary\":\"One reviewer describes the class under Umit Ogras as not too challenging, while another notes classes can be packed and require applying early.\"}]}","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_3032dddd042dd5cee9240b8a","course_id":"COMPSCI/ECE 755","catalog_version_id":"04c4402b0dc2fc563bfa05cf01a04c1cb5825af6ccf9f523df6c8cb2341764fd","record_version_id":"52660102124f1b8dd8c6ec3e4953d84a82b7b78e35d0ff2aff6d2f2a9559c79f","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b296bef8cf8174098194d9aded534a3eb74140ca377894671a0bce0a1ccdd150","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"76c816eb0f4c022e3fe64d40646468c8b3894e4a4fc28b444bb54a2ff5e86774\",\"course_id\":\"COMPSCI/ECE 755\",\"current_instructors\":[{\"instructor_uid\":\"instructor_449d60b155dd44ea6da6bf85\",\"message\":\"No course-specific reviews available\",\"name\":\"Jennifer Volk\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3085915\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.77 GPA, 85.0% A/AB (n=20 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-09-27 01:32:32 +0000 UTC\",\"review_id\":\"b90972aee1cd510726f9b64f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"A major project accounted for approximately 50% of the grade and was described as time-consuming.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-06-13 12:52:41 +0000 UTC\",\"review_id\":\"f38cf42fcf5e2347a1978ca1\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Umit Ogras delivered engaging lectures and updated course content reflecting latest field trends, which students found fun and not too challenging.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.57 GPA, 73.3% A/AB (n=15 letter grades); Spring 2025: 3.59 GPA, 73.0% A/AB (n=37 letter grades); Spring 2026: 3.77 GPA, 85.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-09-27 01:32:32 +0000 UTC\",\"review_id\":\"b90972aee1cd510726f9b64f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students reported that Umit Ogras's lectures were crystal clear and grading criteria were extremely fair.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JENNIFER VOLK is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"JING LI is recorded teaching in Spring 2015, Spring 2016, Spring 2018. 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The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"}],\"evidence_count\":2,\"review_ids\":[\"f38cf42fcf5e2347a1978ca1\",\"b90972aee1cd510726f9b64f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2761383\",\"summary\":\"One reviewer describes the class under Umit Ogras as not too challenging, while another notes classes can be packed and require applying early.\"}]}","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_3032dddd042dd5cee9240b8a","course_id":"COMPSCI/ECE 755","catalog_version_id":"04c4402b0dc2fc563bfa05cf01a04c1cb5825af6ccf9f523df6c8cb2341764fd","record_version_id":"21867fcb70e90f91fff1ec69f8bfbf4cace0314a8b52cac1c73c23db3718040f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"63b2da8a442a5d1b6b8af2cb113fa0d4e9da44a4f0ac5a906e02d53d77f5248e","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_3032dddd042dd5cee9240b8a","course_id":"COMPSCI/ECE 755","catalog_version_id":"04c4402b0dc2fc563bfa05cf01a04c1cb5825af6ccf9f523df6c8cb2341764fd","record_version_id":"21867fcb70e90f91fff1ec69f8bfbf4cace0314a8b52cac1c73c23db3718040f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"63b2da8a442a5d1b6b8af2cb113fa0d4e9da44a4f0ac5a906e02d53d77f5248e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 555\",\"field\":\"description\",\"quote\":\"Principles and characterization of logic circuits. Design and analysis techniques for applied logic circuits.\"}],\"text\":\"Digital circuit design and analysis fundamentals\"}],\"search_phrases\":[\"VLSI design project\",\"MOS devices circuits\",\"integrated circuit fabrication\",\"circuit simulation timing\",\"ECE 555 recommended\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 755\",\"field\":\"description\",\"quote\":\"Overview of MOS devices and circuits; introduction to integrated circuit fabrication; topological design of data flow and control; interactive graphics layout; circuit simulation; system timing; organizational and architectural considerations; alternative implementation approaches; design project.\"}],\"text\":\"VLSI system design and simulation\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 755\",\"field\":\"description\",\"quote\":\"topological design of data flow and control; interactive graphics layout\"}],\"text\":\"Layout and topological design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 755\",\"field\":\"title\",\"quote\":\"VLSI SYSTEMS DESIGN\"},{\"course_id\":\"COMPSCI/ECE 755\",\"field\":\"description\",\"quote\":\"Overview of MOS devices and circuits; introduction to integrated circuit fabrication; topological design of data flow and control; interactive graphics layout; circuit simulation; system timing; organizational and architectural considerations; alternative implementation approaches; design project.\"}],\"text\":\"VLSI Systems Design covers MOS devices, IC fabrication, circuit simulation, and system timing with a design project.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 755\",\"field\":\"description\",\"quote\":\"Overview of MOS devices and circuits; introduction to integrated circuit fabrication\"}],\"text\":\"MOS devices and IC fabrication\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 755\",\"field\":\"description\",\"quote\":\"topological design of data flow and control; interactive graphics layout\"}],\"text\":\"Topological design and graphics layout\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 755\",\"field\":\"description\",\"quote\":\"circuit simulation; system timing; organizational and architectural considerations\"}],\"text\":\"Circuit simulation and system timing\"}]}","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_3032dddd042dd5cee9240b8a","course_id":"COMPSCI/ECE 755","catalog_version_id":"04c4402b0dc2fc563bfa05cf01a04c1cb5825af6ccf9f523df6c8cb2341764fd","record_version_id":"21867fcb70e90f91fff1ec69f8bfbf4cace0314a8b52cac1c73c23db3718040f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"63b2da8a442a5d1b6b8af2cb113fa0d4e9da44a4f0ac5a906e02d53d77f5248e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Excellent professor who delivers engaging lectures. The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Not a good teacher\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-02-26 20:03:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fe0f1e4a312e578fb4476e34\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NDE2Njg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"hard to understand\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-03-01 13:24:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2b7c5f25190603d7e7b092e2\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0NDIxOTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"Never give slides with annotations\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-03-06 12:15:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"92a06b0ef191ff56ee8a7d92\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NDM4MjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"}],\"evidence_count\":5,\"review_ids\":[\"f38cf42fcf5e2347a1978ca1\",\"b90972aee1cd510726f9b64f\",\"fe0f1e4a312e578fb4476e34\",\"2b7c5f25190603d7e7b092e2\",\"92a06b0ef191ff56ee8a7d92\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1987491\",\"name\":\"Jing Li\"},{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; one instructor is described as having crystal clear lectures, while another is criticized for being hard to understand and not providing annotated slides.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Excellent professor who delivers engaging lectures. The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hard exam that was never talked into much detail in class\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-04-24 14:56:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"10b5374f711f0c13f0f3f7e1\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NjYzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"}],\"evidence_count\":3,\"review_ids\":[\"b90972aee1cd510726f9b64f\",\"f38cf42fcf5e2347a1978ca1\",\"10b5374f711f0c13f0f3f7e1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1987491\",\"name\":\"Jing Li\"},{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is described as extremely fair by one student, while another notes that class averages are usually on the higher side. Exams are considered hard by some.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Excellent professor who delivers engaging lectures. The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"}],\"evidence_count\":2,\"review_ids\":[\"b90972aee1cd510726f9b64f\",\"f38cf42fcf5e2347a1978ca1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The course has a major project accounting for ~50% of the grade which can be time-consuming, but the class is not considered too challenging overall by some.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Do not care about students. Do not response when students have questions.\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2016-06-27 14:27:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"63877a05ec8214df732b7e8d\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI2NzYxNjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"Never give slides with annotations\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-03-06 12:15:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"92a06b0ef191ff56ee8a7d92\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NDM4MjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"The only thing I can say is that she is not a good teacher\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2017-09-16 17:54:15 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"37462831d1633c1c32264181\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4Njc4OTM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"}],\"evidence_count\":3,\"review_ids\":[\"63877a05ec8214df732b7e8d\",\"92a06b0ef191ff56ee8a7d92\",\"37462831d1633c1c32264181\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1987491\",\"name\":\"Jing Li\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"summary\":\"One instructor is criticized for not caring about students and not responding to questions, and for not providing slides with annotations.\"}]}","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_3032dddd042dd5cee9240b8a","course_id":"COMPSCI/ECE 755","catalog_version_id":"04c4402b0dc2fc563bfa05cf01a04c1cb5825af6ccf9f523df6c8cb2341764fd","record_version_id":"21867fcb70e90f91fff1ec69f8bfbf4cace0314a8b52cac1c73c23db3718040f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"63b2da8a442a5d1b6b8af2cb113fa0d4e9da44a4f0ac5a906e02d53d77f5248e","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"d3584c1d5dd7bf3913cc0b7b45dedadcbf641faef7472f870385d6d550bb3d6a\",\"course_id\":\"COMPSCI/ECE 755\",\"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/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.57 GPA, 73.3% A/AB (n=15 letter grades); Spring 2025: 3.59 GPA, 73.0% A/AB (n=37 letter grades); Spring 2026: 3.77 GPA, 85.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"JING LI is recorded teaching in Spring 2015, Spring 2016, Spring 2018. 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The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Not a good teacher\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-02-26 20:03:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fe0f1e4a312e578fb4476e34\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NDE2Njg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"hard to understand\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-03-01 13:24:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2b7c5f25190603d7e7b092e2\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0NDIxOTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"Never give slides with annotations\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-03-06 12:15:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"92a06b0ef191ff56ee8a7d92\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NDM4MjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"}],\"evidence_count\":5,\"review_ids\":[\"f38cf42fcf5e2347a1978ca1\",\"b90972aee1cd510726f9b64f\",\"fe0f1e4a312e578fb4476e34\",\"2b7c5f25190603d7e7b092e2\",\"92a06b0ef191ff56ee8a7d92\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1987491\",\"name\":\"Jing Li\"},{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; one instructor is described as having crystal clear lectures, while another is criticized for being hard to understand and not providing annotated slides.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Excellent professor who delivers engaging lectures. The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Hard exam that was never talked into much detail in class\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-04-24 14:56:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"10b5374f711f0c13f0f3f7e1\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NjYzOTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"}],\"evidence_count\":3,\"review_ids\":[\"b90972aee1cd510726f9b64f\",\"f38cf42fcf5e2347a1978ca1\",\"10b5374f711f0c13f0f3f7e1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1987491\",\"name\":\"Jing Li\"},{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is described as extremely fair by one student, while another notes that class averages are usually on the higher side. Exams are considered hard by some.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Hands down the best prof at UW. His lectures are crystal clear and the grading criteria is extremely fair. There is a major project which accounts for ~50% of the grade and can be time-consuming. Classes can be packed so make sure to apply early or else you'll be waitlisted. Cutoffs are usually skewed on the higher side too. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-09-27 01:32:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b90972aee1cd510726f9b64f\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"},{\"comment\":\"Excellent professor who delivers engaging lectures. The course content has been updated to reflect the latest trends in the field and the course project is fun too. Class averages are usually on the higher side and the class is not too challenging as well. \",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2022-06-13 12:52:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f38cf42fcf5e2347a1978ca1\",\"instructor_id\":\"rmp:2761383\",\"instructor_name\":\"Umit Ogras\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\"}],\"evidence_count\":2,\"review_ids\":[\"b90972aee1cd510726f9b64f\",\"f38cf42fcf5e2347a1978ca1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2761383\",\"name\":\"Umit Ogras\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The course has a major project accounting for ~50% of the grade which can be time-consuming, but the class is not considered too challenging overall by some.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Do not care about students. Do not response when students have questions.\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2016-06-27 14:27:01 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"63877a05ec8214df732b7e8d\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI2NzYxNjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"Never give slides with annotations\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2015-03-06 12:15:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"92a06b0ef191ff56ee8a7d92\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NDM4MjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"},{\"comment\":\"The only thing I can say is that she is not a good teacher\",\"course_id\":\"COMPSCI/ECE 755\",\"date\":\"2017-09-16 17:54:15 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"37462831d1633c1c32264181\",\"instructor_id\":\"rmp:1987491\",\"instructor_name\":\"Jing Li\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4Njc4OTM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1987491\"}],\"evidence_count\":3,\"review_ids\":[\"63877a05ec8214df732b7e8d\",\"92a06b0ef191ff56ee8a7d92\",\"37462831d1633c1c32264181\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1987491\",\"name\":\"Jing Li\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"summary\":\"One instructor is criticized for not caring about students and not responding to questions, and for not providing slides with annotations.\"}]}","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_3032dddd042dd5cee9240b8a","course_id":"COMPSCI/ECE 755","catalog_version_id":"04c4402b0dc2fc563bfa05cf01a04c1cb5825af6ccf9f523df6c8cb2341764fd","record_version_id":"21867fcb70e90f91fff1ec69f8bfbf4cace0314a8b52cac1c73c23db3718040f","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"f970e7485a0796c2d6ca27918ba5e764affd83bdf0e667f2a3a8e5b6f9f0f730","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d3584c1d5dd7bf3913cc0b7b45dedadcbf641faef7472f870385d6d550bb3d6a\",\"course_id\":\"COMPSCI/ECE 755\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-09-27 01:32:32 +0000 UTC\",\"review_id\":\"b90972aee1cd510726f9b64f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"}],\"text\":\"Historical reviews of Umit Ogras: A major project accounts for approximately 50% of the grade and can be time-consuming, requiring early registration due to packed classes.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-06-13 12:52:41 +0000 UTC\",\"review_id\":\"f38cf42fcf5e2347a1978ca1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"},{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-09-27 01:32:32 +0000 UTC\",\"review_id\":\"b90972aee1cd510726f9b64f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"}],\"text\":\"Historical reviews of Umit Ogras: Umit Ogras is described as an excellent and engaging professor with crystal clear lectures and fair grading. Reviewers highlight his updated course content and fun projects, noting that the class is not overly challenging and offers high class averages.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-06-13 12:52:41 +0000 UTC\",\"review_id\":\"f38cf42fcf5e2347a1978ca1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"},{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-09-27 01:32:32 +0000 UTC\",\"review_id\":\"b90972aee1cd510726f9b64f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"}],\"text\":\"Historical reviews of Umit Ogras: Umit Ogras is praised for engaging lectures, fair grading, and updated content, with students noting the class is not too challenging and averages are high.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.57 GPA, 73.3% A/AB (n=15 letter grades); Spring 2025: 3.59 GPA, 73.0% A/AB (n=37 letter grades); Spring 2026: 3.77 GPA, 85.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-06-13 12:52:41 +0000 UTC\",\"review_id\":\"f38cf42fcf5e2347a1978ca1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NDU5ODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"},{\"instructor_name\":\"Umit Ogras\",\"review_date\":\"2022-09-27 01:32:32 +0000 UTC\",\"review_id\":\"b90972aee1cd510726f9b64f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2761383\",\"source_review_id\":\"UmF0aW5nLTM2NjYyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2761383\",\"type\":\"review\"}],\"text\":\"Historical reviews of Umit Ogras: Students find Ogras's lectures crystal clear and the course project fun, with fair grading criteria and high class averages.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"JING LI is recorded teaching in Spring 2015, Spring 2016, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 755\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"source_record\":{\"entity_id\":\"26a0ee2a-514e-3ebd-8dce-7b6796f0b925\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"UMIT OGRAS is recorded teaching in Spring 2022, Spring 2023, Spring 2024, 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":false}]