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I found the lectures and projects very useful. They helped in fetching summer intership. I have registed for another class taught by this same professor. \",\"course_id\":\"GENBUS 308\",\"date\":\"2026-02-26 20:44:34 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"660b17ac1105614e072f87fe\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjQ4Njc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"},{\"comment\":\"I really appreciated how hands on the course was, it was fun to actually code, run through machine models, and play around with data. 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I found the lectures and projects very useful. They helped in fetching summer intership. I have registed for another class taught by this same professor. \",\"course_id\":\"GENBUS 308\",\"date\":\"2026-02-26 20:44:34 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"660b17ac1105614e072f87fe\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjQ4Njc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"},{\"comment\":\"I really appreciated how hands on the course was, it was fun to actually code, run through machine models, and play around with data. 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The course is overall easy but no way I'll take his course again.\",\"course_id\":\"GENBUS 308\",\"date\":\"2026-03-19 15:31:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"be91752957e4b11d1c436210\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNzE1Mzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"},{\"comment\":\"Bipin was friendly and patient with the students. He was very patient, going back through steps that students missed or misunderstood multiple times. He was also always upbeat, he was passionate about data visualization, data analysis, and machine learning / how gen ai will affect our lives, but kept it simple and achievable for the students.\",\"course_id\":\"GENBUS 308\",\"date\":\"2026-03-21 00:48:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"81b3c4efb569a86014dd97a8\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzIwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"},{\"comment\":\"Professor Karunakaran is a nice guy. He was caring and his lecture is not test heavy. He really wants students to learn practical skills that can apply to your working area. I would say his lecture and slides are helpful.\",\"course_id\":\"GENBUS 308\",\"date\":\"2026-04-04 18:50:08 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"00f984876c627910274e61b3\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzgwMzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"}],\"evidence_count\":4,\"review_ids\":[\"0dd59af79b213dd582b3c83e\",\"be91752957e4b11d1c436210\",\"81b3c4efb569a86014dd97a8\",\"00f984876c627910274e61b3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3009325\",\"name\":\"Bipin Karunakaran\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor is described as both unorganized with confusing code and a patient, clear lecturer who explains steps well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Bipin is extremely unorganized; most of the time, the programs he was \\\"teaching\\\" would go haywire/not work because his data/processes would be invalid, leaving the class confused and frustrated. 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He was caring and his lecture is not test heavy. He really wants students to learn practical skills that can apply to your working area. I would say his lecture and slides are helpful.\",\"course_id\":\"GENBUS 308\",\"date\":\"2026-04-04 18:50:08 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"00f984876c627910274e61b3\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzgwMzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"}],\"evidence_count\":3,\"review_ids\":[\"0dd59af79b213dd582b3c83e\",\"7d617332e311d74e3f3d8a24\",\"00f984876c627910274e61b3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3009325\",\"name\":\"Bipin Karunakaran\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is seen as easy and not test-heavy by some, while others found quizzes hard to predict and reliant on unmentioned material.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Course work is based on practical application in real world business. I found the lectures and projects very useful. They helped in fetching summer intership. I have registed for another class taught by this same professor. \",\"course_id\":\"GENBUS 308\",\"date\":\"2026-02-26 20:44:34 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"660b17ac1105614e072f87fe\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjQ4Njc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"},{\"comment\":\"I really appreciated how hands on the course was, it was fun to actually code, run through machine models, and play around with data. I also appreciated that the professor made it easy to succeed in this course-- hard skills like coding aren't familiar or required for many post business school jobs, so making it easy to succeed in the course.\",\"course_id\":\"GENBUS 308\",\"date\":\"2026-03-21 00:37:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fdaa65eedaead5b1e8b872f9\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNzIwNTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"}],\"evidence_count\":2,\"review_ids\":[\"660b17ac1105614e072f87fe\",\"fdaa65eedaead5b1e8b872f9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3009325\",\"name\":\"Bipin Karunakaran\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"positive\",\"summary\":\"Hands-on practical application, coding, and machine models are viewed as useful for real-world skills and internship preparation.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Bipin is extremely unorganized; most of the time, the programs he was \\\"teaching\\\" would go haywire/not work because his data/processes would be invalid, leaving the class confused and frustrated. 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I have registed for another class taught by this same professor. \",\"course_id\":\"GENBUS 308\",\"date\":\"2026-02-26 20:44:34 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"660b17ac1105614e072f87fe\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNjQ4Njc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"},{\"comment\":\"This prof is unorganized, his code is random and hard to follow. He's more a tech guy than a good lecturer. The course is overall easy but no way I'll take his course again.\",\"course_id\":\"GENBUS 308\",\"date\":\"2026-03-19 15:31:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"be91752957e4b11d1c436210\",\"instructor_id\":\"rmp:3009325\",\"instructor_name\":\"Bipin Karunakaran\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNzE1Mzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\"},{\"comment\":\"I really appreciated how hands on the course was, it was fun to actually code, run through machine models, and play around with data. 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Some reviewers found his quizzes unpredictable and heavily weighted, while others noted he is a tech-focused instructor rather than a polished lecturer.\"},{\"citations\":[{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-02-26 20:44:34 +0000 UTC\",\"review_id\":\"660b17ac1105614e072f87fe\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNjQ4Njc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-03-21 00:37:48 +0000 UTC\",\"review_id\":\"fdaa65eedaead5b1e8b872f9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzIwNTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-03-21 00:48:15 +0000 UTC\",\"review_id\":\"81b3c4efb569a86014dd97a8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzIwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-04-04 18:50:08 +0000 UTC\",\"review_id\":\"00f984876c627910274e61b3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzgwMzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"}],\"text\":\"Other students found Karunakaran friendly, patient, and passionate about data topics, appreciating the hands-on, practical nature of the coursework. These reviewers highlighted that the course is easy, with helpful lectures and slides that support learning real-world business skills.\"},{\"citations\":[{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.92 GPA, 95.5% A/AB (n=89 letter grades); Spring 2026: 3.71 GPA, 83.5% A/AB (n=115 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2025-11-20 14:21:59 +0000 UTC\",\"review_id\":\"0dd59af79b213dd582b3c83e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQxOTEyODkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-03-19 15:31:34 +0000 UTC\",\"review_id\":\"be91752957e4b11d1c436210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzE1Mzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-03-21 00:37:48 +0000 UTC\",\"review_id\":\"fdaa65eedaead5b1e8b872f9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzIwNTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-05-03 23:14:40 +0000 UTC\",\"review_id\":\"7d617332e311d74e3f3d8a24\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQzMDEyNDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"}],\"text\":\"Reviewers generally characterize the course as easy, though one notes grades rely on unpredictable quizzes with unmentioned material. Others highlight the workload involves practical coding and machine learning models.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-02-26 20:44:34 +0000 UTC\",\"review_id\":\"660b17ac1105614e072f87fe\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNjQ4Njc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-03-21 00:37:48 +0000 UTC\",\"review_id\":\"fdaa65eedaead5b1e8b872f9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzIwNTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-03-21 00:48:15 +0000 UTC\",\"review_id\":\"81b3c4efb569a86014dd97a8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzIwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-04-04 18:50:08 +0000 UTC\",\"review_id\":\"00f984876c627910274e61b3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzgwMzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"}],\"text\":\"Bipin Karunakaran teaches a practical, hands-on course that students found useful for career preparation and easy to succeed in. He is described as friendly, patient, and passionate about data topics.\"},{\"citations\":[{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.69 GPA, 84.6% A/AB (n=26 letter grades); Fall 2025: 3.92 GPA, 95.5% A/AB (n=89 letter grades); Spring 2026: 3.71 GPA, 83.5% A/AB (n=115 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2025-11-20 14:21:59 +0000 UTC\",\"review_id\":\"0dd59af79b213dd582b3c83e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQxOTEyODkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-03-19 15:31:34 +0000 UTC\",\"review_id\":\"be91752957e4b11d1c436210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQyNzE1Mzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"},{\"instructor_name\":\"Bipin Karunakaran\",\"review_date\":\"2026-05-03 23:14:40 +0000 UTC\",\"review_id\":\"7d617332e311d74e3f3d8a24\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3009325\",\"source_review_id\":\"UmF0aW5nLTQzMDEyNDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3009325\",\"type\":\"review\"}],\"text\":\"Some students report frustration with Karunakaran’s organization, citing invalid code examples, sidetracking, and unclear lectures. One reviewer found the material confusing due to technical errors and poor lecturing.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 308\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"source_record\":{\"entity_id\":\"6c8eff0d-402e-3164-a68d-eed846b9eb88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"BIPIN KARUNAKARAN is recorded teaching in Fall 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":false}]