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Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_816ff1547ceb6ebc8284e15f\",\"message\":\"No course-specific reviews available\",\"name\":\"Benjamin Lengerich\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.91 GPA, 95.4% A/AB (n=87 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-05-07 09:52:37 +0000 UTC\",\"review_id\":\"1214b9801760e077473ae090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-05-09 17:47:23 +0000 UTC\",\"review_id\":\"a26e2fa8c871ae1797eb8560\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQxMjI3NzA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"}],\"text\":\"Historical reviews of Yiqiao Zhong: Reviewers note low overall workload, though exams can be confusing if lecture concepts are not understood. One student found the difficulty manageable with effort, while another cited flexible deadlines and fine tests.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2023-03-21 21:50:09 +0000 UTC\",\"review_id\":\"ef4d09bf13bd1313defe0402\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM3NTI1Njg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-03-18 06:13:51 +0000 UTC\",\"review_id\":\"a79d88db6cc12edea799601b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5MDU4OTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-05-07 09:52:37 +0000 UTC\",\"review_id\":\"1214b9801760e077473ae090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-05-13 15:55:58 +0000 UTC\",\"review_id\":\"85dc11bca0cfaa198d670778\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5NDQ5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-01-19 21:55:16 +0000 UTC\",\"review_id\":\"6979012806b97331fbc17efe\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQwNTczOTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-03-13 02:00:17 +0000 UTC\",\"review_id\":\"75b712cd23922fa37293194c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQwNzY1MjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-05-09 17:47:23 +0000 UTC\",\"review_id\":\"a26e2fa8c871ae1797eb8560\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQxMjI3NzA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-05-18 03:55:49 +0000 UTC\",\"review_id\":\"d1f2a590c6f34a3df8dbf4f0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQxMzE0NjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2026-05-12 15:33:53 +0000 UTC\",\"review_id\":\"062faa3be86494531f41dd29\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQzMTAzOTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"}],\"text\":\"Historical reviews of Yiqiao Zhong: Yiqiao Zhong receives mixed reviews regarding lecture quality, with some students finding them unprepared and difficult to follow while one reviewer praises them. Grading is frequently described as arbitrary and lacking clear rubrics, particularly for projects, though one student found the exams easy. Workload is generally considered manageable, and flexibility with deadlines is noted by at least one reviewer.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2023-03-21 21:50:09 +0000 UTC\",\"review_id\":\"ef4d09bf13bd1313defe0402\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM3NTI1Njg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-03-18 06:13:51 +0000 UTC\",\"review_id\":\"a79d88db6cc12edea799601b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5MDU4OTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-05-07 09:52:37 +0000 UTC\",\"review_id\":\"1214b9801760e077473ae090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-05-13 15:55:58 +0000 UTC\",\"review_id\":\"85dc11bca0cfaa198d670778\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5NDQ5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-01-19 21:55:16 +0000 UTC\",\"review_id\":\"6979012806b97331fbc17efe\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQwNTczOTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-03-13 02:00:17 +0000 UTC\",\"review_id\":\"75b712cd23922fa37293194c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQwNzY1MjM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2026-05-12 15:33:53 +0000 UTC\",\"review_id\":\"062faa3be86494531f41dd29\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQzMTAzOTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"}],\"text\":\"Historical reviews for Yiqiao Zhong describe lectures as unhelpful, vague, and difficult to follow, with arbitrary grading and missing rubrics. While one student found him flexible and nice, the majority report a frustrating experience requiring significant self-study.\"},{\"citations\":[{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.70 GPA, 90.9% A/AB (n=88 letter grades); Fall 2025: 3.91 GPA, 95.4% A/AB (n=87 letter grades); Spring 2026: 3.62 GPA, 92.2% A/AB (n=64 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2024-05-07 09:52:37 +0000 UTC\",\"review_id\":\"1214b9801760e077473ae090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-05-09 17:47:23 +0000 UTC\",\"review_id\":\"a26e2fa8c871ae1797eb8560\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQxMjI3NzA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"},{\"instructor_name\":\"Yiqiao Zhong\",\"review_date\":\"2025-05-18 03:55:49 +0000 UTC\",\"review_id\":\"d1f2a590c6f34a3df8dbf4f0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2889232\",\"source_review_id\":\"UmF0aW5nLTQxMzE0NjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2889232\",\"type\":\"review\"}],\"text\":\"Historical reviews of Yiqiao Zhong: Students report that lectures are often ineffective, necessitating independent learning. Some found the professor accommodating regarding deadlines, while others were frustrated by a lack of clarity in assignments and exams, though one review praised the lectures and exams.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"BAIHENG CHEN is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"BENJAMIN LENGERICH is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"STAT 453\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"source_record\":{\"entity_id\":\"9687c303-6cbb-39b1-9ffb-0b9254ce24bc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"YIQIAO ZHONG is recorded teaching in Spring 2023, Spring 2024, Spring 2025, Spring 2026. 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}]