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She just reads off of slides though. Random quizzes throughout semester. Exams are a piece of cake.\",\"course_id\":\"COMPSCI 477\",\"date\":\"2013-01-16 19:47:30 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"1a0427b529ff71731f6db364\",\"instructor_id\":\"rmp:1787522\",\"instructor_name\":\"Anya Samak\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxMjY4MTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1787522\"},{\"comment\":\"Class is \\\"mandatory\\\" because she gives you pop quizzes nearly everyday. She's unapproachable and doesn't explain things in a helpful manner. Reads off of slides. Exams are nothing like the practice questions. Content is semi-interesting but it makes it hard to enjoy it when the professor conveys it in confusing way. Get to work on HW in groups.\",\"course_id\":\"COMPSCI 477\",\"date\":\"2014-12-15 10:27:16 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ceb0da40c24f62edcd583c26\",\"instructor_id\":\"rmp:1041213\",\"instructor_name\":\"Lydia Zepeda\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI0MDgyNjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1041213\"},{\"comment\":\"Prof Ashton is super nice and caring! She loves giving out extra credit so go to class and participate in the activities. She's not a great lecturer but there weren't any exams for online so it wasn't a big problem. Most annoying thing is all the group work, every Thursday was group work and if you have a bad group it sucks.\",\"course_id\":\"COMPSCI 477\",\"date\":\"2021-04-29 04:00:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b42231a12fb031cf89f26522\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM0NjU0NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"1a0427b529ff71731f6db364\",\"ceb0da40c24f62edcd583c26\",\"b42231a12fb031cf89f26522\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1041213\",\"name\":\"Lydia Zepeda\"},{\"id\":\"rmp:1787522\",\"name\":\"Anya Samak\"},{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Workload intensity varies, with some finding it easy while others face frequent quizzes and mandatory group work.\"}]}","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_5c57df5be4f0510ce1caf740","course_id":"COMPSCI 477","catalog_version_id":"ff7149f7f17f30bc0e0d23bad7f5d1af51c0a1ef36bcca555dedc780b034fc00","record_version_id":"aa484ad6f822fafa58651395cff66ea929b0eed18bf06e542ed89c2502ca26db","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"8071ae302290571341c57d641ed775f84dbbb1dd4b0847d980db5f2ba85df7fe","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"2da831ab30e2f05b1efa52ffcefca92734ff6871d1816cde471674cd38efd90a\",\"course_id\":\"COMPSCI 477\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Anya Samak\",\"review_date\":\"2013-01-16 19:47:30 +0000 UTC\",\"review_id\":\"1a0427b529ff71731f6db364\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1787522\",\"source_review_id\":\"UmF0aW5nLTIxMjY4MTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1787522\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Zepeda\",\"review_date\":\"2014-12-15 10:27:16 +0000 UTC\",\"review_id\":\"ceb0da40c24f62edcd583c26\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1041213\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1041213\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2021-04-29 04:00:39 +0000 UTC\",\"review_id\":\"b42231a12fb031cf89f26522\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTM0NjU0NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"}],\"text\":\"Historical reviews of Anya Samak, Lydia Ashton, Lydia Zepeda: Workload includes random quizzes, group homework, and exams. One review notes exams are easy, while another finds them unlike practice questions. Group work is a consistent component.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Anya Samak\",\"review_date\":\"2013-01-16 19:47:30 +0000 UTC\",\"review_id\":\"1a0427b529ff71731f6db364\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1787522\",\"source_review_id\":\"UmF0aW5nLTIxMjY4MTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1787522\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Zepeda\",\"review_date\":\"2014-12-15 10:27:16 +0000 UTC\",\"review_id\":\"ceb0da40c24f62edcd583c26\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1041213\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1041213\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2021-04-29 04:00:39 +0000 UTC\",\"review_id\":\"b42231a12fb031cf89f26522\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTM0NjU0NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"}],\"text\":\"No current instructor is listed for this term. Historical reviews for Anya Samak, Lydia Zepeda, and Lydia Ashton show varied experiences. Samak was easy with simple exams but relied on slides. Zepeda was unapproachable with confusing explanations and pop quizzes. Ashton was caring and offered extra credit but had weak lecturing skills and mandatory group work.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Anya Samak\",\"review_date\":\"2013-01-16 19:47:30 +0000 UTC\",\"review_id\":\"1a0427b529ff71731f6db364\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1787522\",\"source_review_id\":\"UmF0aW5nLTIxMjY4MTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1787522\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Zepeda\",\"review_date\":\"2014-12-15 10:27:16 +0000 UTC\",\"review_id\":\"ceb0da40c24f62edcd583c26\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1041213\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1041213\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2021-04-29 04:00:39 +0000 UTC\",\"review_id\":\"b42231a12fb031cf89f26522\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTM0NjU0NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"}],\"text\":\"Historical reviews describe COMPSCI 477 as varying from easy to confusing, with frequent quizzes and group work. Students report mixed experiences regarding lecture quality and exam preparation.\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Lydia Zepeda\",\"review_date\":\"2014-12-15 10:27:16 +0000 UTC\",\"review_id\":\"ceb0da40c24f62edcd583c26\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1041213\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNjc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1041213\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2021-04-29 04:00:39 +0000 UTC\",\"review_id\":\"b42231a12fb031cf89f26522\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTM0NjU0NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"}],\"text\":\"Historical reviews of Lydia Ashton, Lydia Zepeda: Students find group work annoying if paired with poor partners. Lecture styles vary from reading slides to being caring but unclear. Extra credit opportunities are mentioned positively.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"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}]