| { | |
| "config_general": { | |
| "model_name": "Qwen-VL-Max-20250402", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "reject_info": { | |
| "reject_rate": 0.22, | |
| "reject_number": 2, | |
| "total_question": 900 | |
| }, | |
| "艺术与设计": { | |
| "num": 88, | |
| "correct": 62, | |
| "accuracy": 70.45 | |
| }, | |
| "overall": { | |
| "num": 898, | |
| "correct": 442, | |
| "accuracy": 49.22 | |
| }, | |
| "商业": { | |
| "num": 126, | |
| "correct": 37, | |
| "accuracy": 29.37 | |
| }, | |
| "科学": { | |
| "num": 204, | |
| "correct": 95, | |
| "accuracy": 46.57 | |
| }, | |
| "健康与医学": { | |
| "num": 152, | |
| "correct": 85, | |
| "accuracy": 55.92 | |
| }, | |
| "人文社会科学": { | |
| "num": 85, | |
| "correct": 55, | |
| "accuracy": 64.71 | |
| }, | |
| "技术与工程": { | |
| "num": 243, | |
| "correct": 108, | |
| "accuracy": 44.44 | |
| }, | |
| "accuracy": 49.22, | |
| "acc_stderr": 0, | |
| "acc": 49.22 | |
| }, | |
| "MMMU": { | |
| "reject_info": { | |
| "reject_rate": 0.11, | |
| "reject_number": 1, | |
| "total_question": 900 | |
| }, | |
| "accuracy": 55.62, | |
| "subject_score": { | |
| "Accounting": 40.0, | |
| "Agriculture": 60.0, | |
| "Architecture": 43.33, | |
| "Art": 73.33, | |
| "Basic": 62.07, | |
| "Biology": 50.0, | |
| "Chemistry": 33.33, | |
| "Clinical": 63.33, | |
| "Computer": 50.0, | |
| "Design": 80.0, | |
| "Diagnostics": 50.0, | |
| "Economics": 46.67, | |
| "Electronics": 23.33, | |
| "Energy": 53.33, | |
| "Finance": 30.0, | |
| "Geography": 73.33, | |
| "History": 76.67, | |
| "Literature": 83.33, | |
| "Manage": 50.0, | |
| "Marketing": 66.67, | |
| "Materials": 46.67, | |
| "Math": 46.67, | |
| "Mechanical": 33.33, | |
| "Music": 23.33, | |
| "Pharmacy": 66.67, | |
| "Physics": 60.0, | |
| "Psychology": 73.33, | |
| "Public": 63.33, | |
| "Sociology": 73.33 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 56.26, | |
| "Easy": 66.1, | |
| "Hard": 37.02 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 55.62 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "reject_info": { | |
| "reject_rate": 0.12, | |
| "reject_number": 2, | |
| "total_question": 1730 | |
| }, | |
| "accuracy": 38.19, | |
| "subject_score": { | |
| "History": 48.21, | |
| "Art": 62.26, | |
| "Design": 48.33, | |
| "Literature": 69.23, | |
| "Agriculture": 26.67, | |
| "Finance": 23.33, | |
| "Sociology": 49.06, | |
| "Accounting": 27.59, | |
| "Energy_and_Power": 25.86, | |
| "Pharmacy": 43.86, | |
| "Architecture_and_Engineering": 33.33, | |
| "Clinical_Medicine": 37.29, | |
| "Public_Health": 27.59, | |
| "Physics": 33.33, | |
| "Art_Theory": 60.0, | |
| "Electronics": 60.0, | |
| "Psychology": 35.0, | |
| "Biology": 32.2, | |
| "Manage": 32.0, | |
| "Economics": 38.98, | |
| "Mechanical_Engineering": 38.98, | |
| "Diagnostics_and_Laboratory_Medicine": 30.0, | |
| "Computer_Science": 48.33, | |
| "Math": 25.0, | |
| "Basic_Medical_Science": 31.37, | |
| "Music": 25.0, | |
| "Materials": 31.67, | |
| "Marketing": 35.59, | |
| "Chemistry": 30.0, | |
| "Geography": 44.23 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 34.88, | |
| "Easy": 47.63, | |
| "Hard": 32.42 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 38.19 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 35.9, | |
| "subject_score": { | |
| "History": 46.43, | |
| "Art": 43.4, | |
| "Design": 56.67, | |
| "Literature": 65.38, | |
| "Agriculture": 25.0, | |
| "Finance": 23.33, | |
| "Sociology": 42.59, | |
| "Accounting": 20.69, | |
| "Energy_and_Power": 12.07, | |
| "Pharmacy": 47.37, | |
| "Architecture_and_Engineering": 30.0, | |
| "Clinical_Medicine": 38.98, | |
| "Public_Health": 25.86, | |
| "Physics": 28.33, | |
| "Art_Theory": 47.27, | |
| "Electronics": 51.67, | |
| "Psychology": 41.67, | |
| "Biology": 33.9, | |
| "Manage": 36.0, | |
| "Economics": 30.51, | |
| "Mechanical_Engineering": 30.51, | |
| "Diagnostics_and_Laboratory_Medicine": 26.67, | |
| "Basic_Medical_Science": 32.69, | |
| "Computer_Science": 50.0, | |
| "Math": 28.33, | |
| "Music": 25.0, | |
| "Materials": 25.0, | |
| "Marketing": 35.59, | |
| "Chemistry": 41.67, | |
| "Geography": 40.38 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 35.9 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 1.16, | |
| "reject_number": 6, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 70.9785, | |
| "capability_scores": { | |
| "ocr": 80.96153846153851, | |
| "math": 86.76470588235294, | |
| "spat": 69.74358974358972, | |
| "rec": 67.16748768472915, | |
| "know": 64.63576158940397, | |
| "gen": 70.00000000000003, | |
| "seq": 69.46428571428571 | |
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| "capability_detail_scores": { | |
| "ocr_math": 90.9090909090909, | |
| "spat_ocr_math": 92.66666666666666, | |
| "rec_spat_ocr_math": 75.0, | |
| "rec_spat": 60.0, | |
| "spat_ocr": 75.0, | |
| "rec_spat_ocr": 75.0, | |
| "spat_ocr_know": 100.0, | |
| "rec_ocr": 75.0, | |
| "rec_spat_know": 53.75, | |
| "ocr": 88.4375, | |
| "rec": 68.44827586206897, | |
| "rec_know": 61.53846153846154, | |
| "rec_know_gen": 64.02061855670101, | |
| "rec_ocr_know_gen": 80.76923076923077, | |
| "rec_spat_ocr_gen": 79.53488372093027, | |
| "spat_ocr_gen": 95.0, | |
| "gen_spat_seq_math_ocr": 100.0, | |
| "spat_seq_rec_math_ocr": 50.0, | |
| "rec_spat_gen": 53.63636363636364, | |
| "spat_ocr_math_gen": 60.0, | |
| "rec_spat_seq": 47.142857142857146, | |
| "rec_spat_seq_ocr": 66.66666666666666, | |
| "rec_spat_know_gen": 30.0, | |
| "rec_gen": 71.47058823529413, | |
| "rec_spat_ocr_know": 25.0, | |
| "gen_spat_rec_ocr_know": 75.0, | |
| "rec_ocr_math": 100.0, | |
| "rec_ocr_gen": 84.00000000000001, | |
| "rec_seq_ocr_gen": 75.71428571428571, | |
| "ocr_gen": 83.07692307692308, | |
| "rec_seq_gen": 69.28571428571429, | |
| "rec_seq": 58.333333333333336, | |
| "rec_spat_seq_gen": 81.25, | |
| "rec_seq_know": 100.0, | |
| "rec_seq_know_gen": 70.0, | |
| "gen_spat_seq_rec_ocr": 60.0, | |
| "gen_seq_rec_ocr_know": 95.0, | |
| "rec_know_math": 50.0, | |
| "rec_seq_ocr": 100.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 70.9785 | |
| }, | |
| "MathVerse": { | |
| "Text Dominant": { | |
| "accuracy": 62.44, | |
| "correct": 492, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 52.03, | |
| "correct": 2050, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 53.05, | |
| "correct": 418, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 49.75, | |
| "correct": 392, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 48.48, | |
| "correct": 382, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 46.45, | |
| "correct": 366, | |
| "total": 788 | |
| }, | |
| "accuracy": 52.03, | |
| "acc_stderr": 0, | |
| "acc": 52.03 | |
| }, | |
| "Ocrlite": { | |
| "reject_info": { | |
| "reject_rate": 0.12, | |
| "reject_number": 2, | |
| "total_question": 1644 | |
| }, | |
| "final_score": [ | |
| 1261, | |
| 1642 | |
| ], | |
| "accuracy": 76.797, | |
| "Key Information Extraction-Bookshelf": [ | |
| 28, | |
| 51, | |
| 0.549, | |
| { | |
| "Default": [ | |
| 28, | |
| 51, | |
| 0.549 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 68, | |
| 90, | |
| 0.756, | |
| { | |
| "Default": [ | |
| 68, | |
| 90, | |
| 0.756 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 157, | |
| 188, | |
| 0.835, | |
| { | |
| "Default": [ | |
| 157, | |
| 188, | |
| 0.835 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA": [ | |
| 175, | |
| 204, | |
| 0.858, | |
| { | |
| "Default": [ | |
| 175, | |
| 204, | |
| 0.858 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 50, | |
| 119, | |
| 0.42, | |
| { | |
| "Default": [ | |
| 50, | |
| 119, | |
| 0.42 | |
| ] | |
| } | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 1, | |
| 100, | |
| 0.01, | |
| { | |
| "Default": [ | |
| 1, | |
| 100, | |
| 0.01 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 195, | |
| 209, | |
| 0.933, | |
| { | |
| "Default": [ | |
| 195, | |
| 209, | |
| 0.933 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 171, | |
| 199, | |
| 0.859, | |
| { | |
| "Default": [ | |
| 171, | |
| 199, | |
| 0.859 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 246, | |
| 282, | |
| 0.872, | |
| { | |
| "Default": [ | |
| 246, | |
| 282, | |
| 0.872 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 42, | |
| 50, | |
| 0.84, | |
| { | |
| "Default": [ | |
| 42, | |
| 50, | |
| 0.84 | |
| ] | |
| } | |
| ], | |
| "Irregular Text Recognition": [ | |
| 43, | |
| 50, | |
| 0.86, | |
| { | |
| "Default": [ | |
| 43, | |
| 50, | |
| 0.86 | |
| ] | |
| } | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 36, | |
| 50, | |
| 0.72, | |
| { | |
| "Default": [ | |
| 36, | |
| 50, | |
| 0.72 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 49, | |
| 50, | |
| 0.98, | |
| { | |
| "Default": [ | |
| 49, | |
| 50, | |
| 0.98 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 76.797 | |
| }, | |
| "OcrliteZh": { | |
| "reject_info": { | |
| "reject_rate": 0.43, | |
| "reject_number": 1, | |
| "total_question": 234 | |
| }, | |
| "final_score": [ | |
| 172, | |
| 233 | |
| ], | |
| "accuracy": 73.82, | |
| "Docvqa": [ | |
| 9, | |
| 10, | |
| 0.9, | |
| { | |
| "Default": [ | |
| 9, | |
| 10, | |
| 0.9 | |
| ] | |
| } | |
| ], | |
| "Chartqa-human": [ | |
| 7, | |
| 10, | |
| 0.7, | |
| { | |
| "Default": [ | |
| 7, | |
| 10, | |
| 0.7 | |
| ] | |
| } | |
| ], | |
| "Chartqa-au": [ | |
| 8, | |
| 10, | |
| 0.8, | |
| { | |
| "Default": [ | |
| 8, | |
| 10, | |
| 0.8 | |
| ] | |
| } | |
| ], | |
| "infographic": [ | |
| 8, | |
| 9, | |
| 0.889, | |
| { | |
| "Default": [ | |
| 8, | |
| 9, | |
| 0.889 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 42, | |
| 45, | |
| 0.933, | |
| { | |
| "Default": [ | |
| 42, | |
| 45, | |
| 0.933 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 29, | |
| 40, | |
| 0.725, | |
| { | |
| "Default": [ | |
| 29, | |
| 40, | |
| 0.725 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 5, | |
| 11, | |
| 0.455, | |
| { | |
| "Default": [ | |
| 5, | |
| 11, | |
| 0.455 | |
| ] | |
| } | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 8, | |
| 11, | |
| 0.727, | |
| { | |
| "Default": [ | |
| 8, | |
| 11, | |
| 0.727 | |
| ] | |
| } | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 10, | |
| 12, | |
| 0.833, | |
| { | |
| "Default": [ | |
| 10, | |
| 12, | |
| 0.833 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 10, | |
| 11, | |
| 0.909, | |
| { | |
| "Default": [ | |
| 10, | |
| 11, | |
| 0.909 | |
| ] | |
| } | |
| ], | |
| "Handwriting_CN": [ | |
| 13, | |
| 20, | |
| 0.65, | |
| { | |
| "Default": [ | |
| 13, | |
| 20, | |
| 0.65 | |
| ] | |
| } | |
| ], | |
| "Chinese Unlimited": [ | |
| 23, | |
| 44, | |
| 0.523, | |
| { | |
| "Default": [ | |
| 23, | |
| 44, | |
| 0.523 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 73.82 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 83.53, | |
| "By Question": { | |
| "Q1": 89.75, | |
| "Q2": 86.52, | |
| "Q3": 73.39, | |
| "Q4": 87.55, | |
| "Q5": 84.94, | |
| "Q6": 85.54, | |
| "Q7": 84.62, | |
| "Q8": 89.29, | |
| "Q9": 75.62, | |
| "Q10": 81.51, | |
| "Q11": 65.14, | |
| "Q12": 82.42, | |
| "Q13": 73.52, | |
| "Q14": 95.04, | |
| "Q15": 97.44, | |
| "Q16": 72.22, | |
| "Q17": 59.38, | |
| "Q18": 91.09, | |
| "Q19": 92.31 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 84.7, | |
| "Enumeration": 87.65, | |
| "Pattern Recognition": 79.69, | |
| "Counting": 83.72, | |
| "Compositionality": 59.38 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 87.89, | |
| "2-4 Subplots": 83.73, | |
| "5+ Subplots": 76.06 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 84.52, | |
| "Economics": 85.33, | |
| "Electrical Engineering and Systems Science": 88.87, | |
| "Mathematics": 83.52, | |
| "Physics": 77.17, | |
| "Quantitative Biology": 80.16, | |
| "Quantitative Finance": 84.48, | |
| "Statistics": 84.51 | |
| }, | |
| "By Year": { | |
| "2020": 82.69, | |
| "2021": 82.85, | |
| "2022": 85.04, | |
| "2023": 83.57 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 45.0, | |
| "By Answer Type": { | |
| "Text-in-Chart": 49.09, | |
| "Text-in-General": 42.42, | |
| "Number-in-Chart": 44.83, | |
| "Number-in-General": 38.43 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 50.0, | |
| "GPT-Inspired": 45.83, | |
| "Completely Human": 43.17 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 49.21, | |
| "Economics": 43.48, | |
| "Electrical Engineering and Systems Science": 47.9, | |
| "Mathematics": 45.93, | |
| "Physics": 50.39, | |
| "Quantitative Biology": 41.27, | |
| "Quantitative Finance": 38.79, | |
| "Statistics": 42.48 | |
| }, | |
| "By Year": { | |
| "2020": 44.13, | |
| "2021": 44.06, | |
| "2022": 43.85, | |
| "2023": 47.98 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 49.48, | |
| "2-4 Subplots": 42.06, | |
| "5+ Subplots": 42.37 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 1, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 64.27, | |
| "acc_stderr": 0, | |
| "acc": 64.27 | |
| }, | |
| "MathVision": { | |
| "reject_info": { | |
| "reject_rate": 0.07, | |
| "reject_number": 2, | |
| "total_question": 3040 | |
| }, | |
| "accuracy": 33.15, | |
| "acc_stderr": 0, | |
| "acc": 33.15 | |
| }, | |
| "CII-Bench": { | |
| "reject_info": { | |
| "reject_rate": 0.13, | |
| "reject_number": 1, | |
| "total_question": 765 | |
| }, | |
| "accuracy": 55.1, | |
| "domain_score": { | |
| "Life": 50.43, | |
| "Art": 56.62, | |
| "CTC": 50.37, | |
| "Society": 59.46, | |
| "Env.": 66.67, | |
| "Politics": 58.33 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 55.09, | |
| "Negative": 56.98, | |
| "Positive": 52.99 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 55.1 | |
| }, | |
| "Blink": { | |
| "reject_info": { | |
| "reject_rate": 0.05, | |
| "reject_number": 1, | |
| "total_question": 1901 | |
| }, | |
| "accuracy": 57.42, | |
| "Art Style": 76.92, | |
| "Counting": 61.67, | |
| "Forensic Detection": 46.21, | |
| "Functional Correspondence": 39.23, | |
| "IQ Test": 28.67, | |
| "Jigsaw": 65.77, | |
| "Multi-view Reasoning": 43.61, | |
| "Object Localization": 53.28, | |
| "Relative Depth": 73.39, | |
| "Relative Reflectance": 31.34, | |
| "Semantic Correspondence": 46.76, | |
| "Spatial Relation": 74.13, | |
| "Visual Correspondence": 77.33, | |
| "Visual Similarity": 84.44, | |
| "acc_stderr": 0, | |
| "acc": 57.42 | |
| } | |
| } | |
| } |