| { | |
| "config_general": { | |
| "model_name": "Qwen2.5-VL-7B-Instruct", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
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| "艺术与设计": { | |
| "num": 88, | |
| "correct": 56, | |
| "accuracy": 63.64 | |
| }, | |
| "overall": { | |
| "num": 900, | |
| "correct": 406, | |
| "accuracy": 45.11 | |
| }, | |
| "商业": { | |
| "num": 126, | |
| "correct": 35, | |
| "accuracy": 27.78 | |
| }, | |
| "科学": { | |
| "num": 204, | |
| "correct": 83, | |
| "accuracy": 40.69 | |
| }, | |
| "健康与医学": { | |
| "num": 153, | |
| "correct": 72, | |
| "accuracy": 47.06 | |
| }, | |
| "人文社会科学": { | |
| "num": 85, | |
| "correct": 49, | |
| "accuracy": 57.65 | |
| }, | |
| "技术与工程": { | |
| "num": 244, | |
| "correct": 111, | |
| "accuracy": 45.49 | |
| }, | |
| "accuracy": 45.11, | |
| "acc_stderr": 0, | |
| "acc": 45.11 | |
| }, | |
| "MMMU": { | |
| "accuracy": 50.67, | |
| "subject_score": { | |
| "Accounting": 33.33, | |
| "Agriculture": 40.0, | |
| "Architecture": 50.0, | |
| "Art": 78.33, | |
| "Basic": 53.33, | |
| "Biology": 50.0, | |
| "Chemistry": 36.67, | |
| "Clinical": 56.67, | |
| "Computer": 50.0, | |
| "Design": 73.33, | |
| "Diagnostics": 40.0, | |
| "Economics": 43.33, | |
| "Electronics": 33.33, | |
| "Energy": 30.0, | |
| "Finance": 33.33, | |
| "Geography": 46.67, | |
| "History": 66.67, | |
| "Literature": 80.0, | |
| "Manage": 33.33, | |
| "Marketing": 56.67, | |
| "Materials": 40.0, | |
| "Math": 43.33, | |
| "Mechanical": 46.67, | |
| "Music": 30.0, | |
| "Pharmacy": 70.0, | |
| "Physics": 33.33, | |
| "Psychology": 73.33, | |
| "Public": 60.0, | |
| "Sociology": 60.0 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 46.46, | |
| "Easy": 64.07, | |
| "Hard": 38.67 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 50.67 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 36.76, | |
| "subject_score": { | |
| "History": 48.21, | |
| "Finance": 21.67, | |
| "Design": 63.33, | |
| "Literature": 65.38, | |
| "Agriculture": 25.0, | |
| "Clinical_Medicine": 28.81, | |
| "Accounting": 25.86, | |
| "Sociology": 38.89, | |
| "Art": 54.72, | |
| "Physics": 25.0, | |
| "Public_Health": 20.69, | |
| "Energy_and_Power": 20.69, | |
| "Pharmacy": 49.12, | |
| "Electronics": 53.33, | |
| "Architecture_and_Engineering": 31.67, | |
| "Art_Theory": 67.27, | |
| "Psychology": 38.33, | |
| "Economics": 33.9, | |
| "Biology": 33.9, | |
| "Diagnostics_and_Laboratory_Medicine": 28.33, | |
| "Manage": 26.0, | |
| "Mechanical_Engineering": 35.59, | |
| "Basic_Medical_Science": 36.54, | |
| "Computer_Science": 45.0, | |
| "Math": 25.0, | |
| "Music": 26.67, | |
| "Materials": 23.33, | |
| "Marketing": 30.51, | |
| "Chemistry": 36.67, | |
| "Geography": 51.92 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 34.46, | |
| "Easy": 46.59, | |
| "Hard": 28.43 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 36.76 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 34.91, | |
| "subject_score": { | |
| "Design": 46.67, | |
| "History": 53.57, | |
| "Sociology": 33.33, | |
| "Art": 50.94, | |
| "Literature": 69.23, | |
| "Agriculture": 23.33, | |
| "Pharmacy": 40.35, | |
| "Clinical_Medicine": 30.51, | |
| "Architecture_and_Engineering": 20.0, | |
| "Accounting": 43.1, | |
| "Physics": 33.33, | |
| "Art_Theory": 50.91, | |
| "Energy_and_Power": 18.97, | |
| "Psychology": 26.67, | |
| "Biology": 30.51, | |
| "Manage": 22.0, | |
| "Economics": 37.29, | |
| "Public_Health": 46.55, | |
| "Mechanical_Engineering": 23.73, | |
| "Diagnostics_and_Laboratory_Medicine": 26.67, | |
| "Electronics": 41.67, | |
| "Basic_Medical_Science": 36.54, | |
| "Finance": 45.0, | |
| "Computer_Science": 38.33, | |
| "Math": 23.33, | |
| "Music": 28.33, | |
| "Marketing": 32.2, | |
| "Materials": 15.0, | |
| "Chemistry": 36.67, | |
| "Geography": 28.85 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 34.91 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 1.35, | |
| "reject_number": 7, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 61.7843, | |
| "capability_scores": { | |
| "ocr": 68.5365853658537, | |
| "math": 69.11764705882352, | |
| "spat": 57.70408163265303, | |
| "rec": 57.30864197530875, | |
| "know": 57.56410256410256, | |
| "gen": 59.22509225092255, | |
| "seq": 44.08163265306123 | |
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| "capability_detail_scores": { | |
| "ocr_math": 86.36363636363636, | |
| "spat_ocr_math": 70.0, | |
| "spat_rec_ocr_math": 45.0, | |
| "spat_rec": 56.07142857142857, | |
| "spat_ocr": 77.3076923076923, | |
| "spat_rec_ocr": 44.166666666666664, | |
| "spat_know_ocr": 100.0, | |
| "rec_ocr": 75.0, | |
| "spat_know_rec": 40.0, | |
| "ocr": 83.125, | |
| "rec": 67.28813559322033, | |
| "know_rec": 57.692307692307686, | |
| "know_rec_gen": 57.999999999999964, | |
| "know_rec_ocr_gen": 67.6923076923077, | |
| "spat_rec_ocr_gen": 61.86046511627909, | |
| "spat_ocr_gen": 80.0, | |
| "seq_gen_math_spat_ocr": 20.0, | |
| "seq_math_spat_ocr_rec": 0.0, | |
| "spat_rec_gen": 51.81818181818182, | |
| "spat_gen_ocr_math": 40.0, | |
| "spat_rec_seq": 38.33333333333333, | |
| "spat_rec_ocr_seq": 0.0, | |
| "spat_know_rec_gen": 40.00000000000001, | |
| "rec_gen": 60.882352941176464, | |
| "spat_know_rec_ocr": 12.5, | |
| "know_gen_spat_ocr_rec": 90.0, | |
| "rec_ocr_math": 100.0, | |
| "rec_ocr_gen": 72.0, | |
| "rec_ocr_seq_gen": 45.0, | |
| "ocr_gen": 77.6923076923077, | |
| "rec_seq_gen": 36.15384615384615, | |
| "rec_seq": 50.0, | |
| "spat_rec_seq_gen": 63.74999999999999, | |
| "know_rec_seq": 0.0, | |
| "know_rec_seq_gen": 65.0, | |
| "seq_gen_spat_ocr_rec": 50.0, | |
| "know_seq_gen_ocr_rec": 85.00000000000001, | |
| "know_rec_math": 50.0, | |
| "rec_ocr_seq": 100.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 61.7843 | |
| }, | |
| "MathVerse": { | |
| "Vision Intensive": { | |
| "accuracy": 42.64, | |
| "correct": 336, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 45.38, | |
| "correct": 1788, | |
| "total": 3940 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 53.81, | |
| "correct": 424, | |
| "total": 788 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 47.34, | |
| "correct": 373, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 45.43, | |
| "correct": 358, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 37.69, | |
| "correct": 297, | |
| "total": 788 | |
| }, | |
| "accuracy": 45.38, | |
| "acc_stderr": 0, | |
| "acc": 45.38 | |
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| "Ocrlite": { | |
| "final_score": [ | |
| 1247, | |
| 1644 | |
| ], | |
| "accuracy": 75.852, | |
| "Key Information Extraction-Bookshelf": [ | |
| 26, | |
| 51, | |
| 0.51, | |
| { | |
| "Default": [ | |
| 26, | |
| 51, | |
| 0.51 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 52, | |
| 90, | |
| 0.578, | |
| { | |
| "Default": [ | |
| 52, | |
| 90, | |
| 0.578 | |
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| "Doc-oriented VQA-Control": [ | |
| 142, | |
| 189, | |
| 0.751, | |
| { | |
| "Default": [ | |
| 142, | |
| 189, | |
| 0.751 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA": [ | |
| 171, | |
| 204, | |
| 0.838, | |
| { | |
| "Default": [ | |
| 171, | |
| 204, | |
| 0.838 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 54, | |
| 119, | |
| 0.454, | |
| { | |
| "Default": [ | |
| 54, | |
| 119, | |
| 0.454 | |
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| } | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 1, | |
| 100, | |
| 0.01, | |
| { | |
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| 1, | |
| 100, | |
| 0.01 | |
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| } | |
| ], | |
| "Key Information Extraction": [ | |
| 198, | |
| 209, | |
| 0.947, | |
| { | |
| "Default": [ | |
| 198, | |
| 209, | |
| 0.947 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 173, | |
| 200, | |
| 0.865, | |
| { | |
| "Default": [ | |
| 173, | |
| 200, | |
| 0.865 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 247, | |
| 282, | |
| 0.876, | |
| { | |
| "Default": [ | |
| 247, | |
| 282, | |
| 0.876 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 42, | |
| 50, | |
| 0.84, | |
| { | |
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| 42, | |
| 50, | |
| 0.84 | |
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| } | |
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| "Irregular Text Recognition": [ | |
| 47, | |
| 50, | |
| 0.94, | |
| { | |
| "Default": [ | |
| 47, | |
| 50, | |
| 0.94 | |
| ] | |
| } | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 45, | |
| 50, | |
| 0.9, | |
| { | |
| "Default": [ | |
| 45, | |
| 50, | |
| 0.9 | |
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| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 49, | |
| 50, | |
| 0.98, | |
| { | |
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| 49, | |
| 50, | |
| 0.98 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 75.852 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 161, | |
| 234 | |
| ], | |
| "accuracy": 68.803, | |
| "Docvqa": [ | |
| 6, | |
| 10, | |
| 0.6, | |
| { | |
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| 6, | |
| 10, | |
| 0.6 | |
| ] | |
| } | |
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| "Chartqa-human": [ | |
| 4, | |
| 10, | |
| 0.4, | |
| { | |
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| 4, | |
| 10, | |
| 0.4 | |
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| "Chartqa-au": [ | |
| 7, | |
| 10, | |
| 0.7, | |
| { | |
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| 7, | |
| 10, | |
| 0.7 | |
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| } | |
| ], | |
| "infographic": [ | |
| 7, | |
| 10, | |
| 0.7, | |
| { | |
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| 7, | |
| 10, | |
| 0.7 | |
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| } | |
| ], | |
| "Key Information Extraction": [ | |
| 39, | |
| 45, | |
| 0.867, | |
| { | |
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| 39, | |
| 45, | |
| 0.867 | |
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| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 28, | |
| 40, | |
| 0.7, | |
| { | |
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| 28, | |
| 40, | |
| 0.7 | |
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| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 7, | |
| 11, | |
| 0.636, | |
| { | |
| "Default": [ | |
| 7, | |
| 11, | |
| 0.636 | |
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| } | |
| ], | |
| "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 | |
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| } | |
| ], | |
| "Handwriting_CN": [ | |
| 16, | |
| 20, | |
| 0.8, | |
| { | |
| "Default": [ | |
| 16, | |
| 20, | |
| 0.8 | |
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| } | |
| ], | |
| "Chinese Unlimited": [ | |
| 19, | |
| 44, | |
| 0.432, | |
| { | |
| "Default": [ | |
| 19, | |
| 44, | |
| 0.432 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 68.803 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 38.55, | |
| "By Question": { | |
| "Q1": 83.2, | |
| "Q2": 77.83, | |
| "Q3": 69.1, | |
| "Q4": 85.99, | |
| "Q5": 81.17, | |
| "Q6": 75.1, | |
| "Q7": 76.5, | |
| "Q8": 62.95, | |
| "Q9": 38.31, | |
| "Q10": 0.0, | |
| "Q11": 0.0, | |
| "Q12": 0.0, | |
| "Q13": 0.0, | |
| "Q14": 0.0, | |
| "Q15": 0.0, | |
| "Q16": 0.0, | |
| "Q17": 0.0, | |
| "Q18": 0.0, | |
| "Q19": 0.0 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 78.53, | |
| "Enumeration": 17.59, | |
| "Pattern Recognition": 0.0, | |
| "Counting": 0.0, | |
| "Compositionality": 0.0 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 41.77, | |
| "2-4 Subplots": 37.1, | |
| "5+ Subplots": 35.59 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 38.49, | |
| "Economics": 38.59, | |
| "Electrical Engineering and Systems Science": 44.12, | |
| "Mathematics": 37.04, | |
| "Physics": 38.39, | |
| "Quantitative Biology": 31.94, | |
| "Quantitative Finance": 38.36, | |
| "Statistics": 42.26 | |
| }, | |
| "By Year": { | |
| "2020": 38.46, | |
| "2021": 39.08, | |
| "2022": 39.34, | |
| "2023": 37.3 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 1975, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 37.7, | |
| "By Answer Type": { | |
| "Text-in-Chart": 38.18, | |
| "Text-in-General": 41.41, | |
| "Number-in-Chart": 40.52, | |
| "Number-in-General": 32.31 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 40.22, | |
| "GPT-Inspired": 37.96, | |
| "Completely Human": 36.83 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 26.19, | |
| "Economics": 39.13, | |
| "Electrical Engineering and Systems Science": 39.5, | |
| "Mathematics": 41.48, | |
| "Physics": 42.52, | |
| "Quantitative Biology": 39.68, | |
| "Quantitative Finance": 36.21, | |
| "Statistics": 36.28 | |
| }, | |
| "By Year": { | |
| "2020": 30.77, | |
| "2021": 41.76, | |
| "2022": 36.89, | |
| "2023": 41.13 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 39.9, | |
| "2-4 Subplots": 37.04, | |
| "5+ Subplots": 35.17 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 34, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 38.12, | |
| "acc_stderr": 0, | |
| "acc": 38.12 | |
| }, | |
| "MathVision": { | |
| "accuracy": 18.65, | |
| "acc_stderr": 0, | |
| "acc": 18.65 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 48.89, | |
| "domain_score": { | |
| "CTC": 52.59, | |
| "Society": 50.81, | |
| "Life": 41.56, | |
| "Art": 47.79, | |
| "Env.": 61.11, | |
| "Politics": 62.5 | |
| }, | |
| "emotion_score": { | |
| "Positive": 49.57, | |
| "Negative": 48.3, | |
| "Neutral": 48.87 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 48.89 | |
| }, | |
| "Blink": { | |
| "accuracy": 56.08, | |
| "Art Style": 59.83, | |
| "Counting": 63.33, | |
| "Forensic Detection": 58.33, | |
| "Functional Correspondence": 31.54, | |
| "IQ Test": 24.0, | |
| "Jigsaw": 59.33, | |
| "Multi-view Reasoning": 54.89, | |
| "Object Localization": 55.74, | |
| "Relative Depth": 76.61, | |
| "Relative Reflectance": 27.61, | |
| "Semantic Correspondence": 39.57, | |
| "Spatial Relation": 80.42, | |
| "Visual Correspondence": 68.02, | |
| "Visual Similarity": 86.67, | |
| "acc_stderr": 0, | |
| "acc": 56.08 | |
| } | |
| } | |
| } |