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Reviewers highlight his ability to help students maximize their potential regardless of initial levels, fostering enjoyment of learning.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Benedek Valko\",\"review_date\":\"2015-08-03 01:44:11 +0000 UTC\",\"review_id\":\"d56d93a705845d9da3ed1638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1566085\",\"source_review_id\":\"UmF0aW5nLTI1MDg2OTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1566085\",\"type\":\"review\"},{\"instructor_name\":\"Benedek Valko\",\"review_date\":\"2016-03-03 17:34:22 +0000 UTC\",\"review_id\":\"3273700060f3f0ac22e5e09b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1566085\",\"source_review_id\":\"UmF0aW5nLTI2MTEwNjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1566085\",\"type\":\"review\"},{\"instructor_name\":\"Vadim Gorin\",\"review_date\":\"2022-05-08 23:04:27 +0000 UTC\",\"review_id\":\"d7f969b385f345bcd23a3c0d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2778335\",\"source_review_id\":\"UmF0aW5nLTM2MjgwNTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2778335\",\"type\":\"review\"}],\"text\":\"Historical reviews describe MATH 531 as engaging with supportive instruction, though workload difficulty varies significantly by instructor.\"},{\"citations\":[{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 2.94 GPA, 48.1% A/AB (n=27 letter grades); Spring 2025: 3.06 GPA, 56.0% A/AB (n=25 letter grades); Spring 2026: 3.13 GPA, 46.7% A/AB (n=30 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Benedek Valko\",\"review_date\":\"2015-08-03 01:44:11 +0000 UTC\",\"review_id\":\"d56d93a705845d9da3ed1638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1566085\",\"source_review_id\":\"UmF0aW5nLTI1MDg2OTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1566085\",\"type\":\"review\"},{\"instructor_name\":\"Benedek Valko\",\"review_date\":\"2016-03-03 17:34:22 +0000 UTC\",\"review_id\":\"3273700060f3f0ac22e5e09b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1566085\",\"source_review_id\":\"UmF0aW5nLTI2MTEwNjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1566085\",\"type\":\"review\"}],\"text\":\"Historical reviews of Benedek Valko: Students report high satisfaction with instructor support and academic guidance, noting that teaching style helps maximize student potential.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"BENEDEK VALKO is recorded teaching in Spring 2015, Spring 2016, Spring 2019, Spring 2020, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 531\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"source_record\":{\"entity_id\":\"a5a747b8-b1c8-3765-8833-142e04c11a48\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"VADIM GORIN is recorded teaching in Spring 2022. 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}]