| { | |
| "config_general": { | |
| "model_name": "Qwen-VL-Max", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
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| "reject_rate": 0.78, | |
| "reject_number": 7, | |
| "total_question": 900 | |
| }, | |
| "accuracy": 49.94, | |
| "acc_stderr": 0, | |
| "acc": 49.94 | |
| }, | |
| "MMMU": { | |
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| "reject_rate": 0.78, | |
| "reject_number": 7, | |
| "total_question": 900 | |
| }, | |
| "accuracy": 56.89, | |
| "acc_stderr": 0, | |
| "acc": 56.89 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "reject_info": { | |
| "reject_rate": 0.29, | |
| "reject_number": 5, | |
| "total_question": 1730 | |
| }, | |
| "accuracy": 39.25, | |
| "acc_stderr": 0, | |
| "acc": 39.25 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 41.16, | |
| "subject_score": { | |
| "History": 58.93, | |
| "Art": 50.94, | |
| "Design": 61.67, | |
| "Literature": 61.54, | |
| "Agriculture": 20.0, | |
| "Finance": 50.0, | |
| "Sociology": 46.3, | |
| "Accounting": 44.83, | |
| "Energy_and_Power": 18.97, | |
| "Pharmacy": 47.37, | |
| "Architecture_and_Engineering": 21.67, | |
| "Clinical_Medicine": 33.9, | |
| "Public_Health": 53.45, | |
| "Physics": 31.67, | |
| "Art_Theory": 63.64, | |
| "Electronics": 43.33, | |
| "Psychology": 46.67, | |
| "Biology": 44.07, | |
| "Manage": 26.0, | |
| "Economics": 52.54, | |
| "Mechanical_Engineering": 42.37, | |
| "Diagnostics_and_Laboratory_Medicine": 30.0, | |
| "Basic_Medical_Science": 48.08, | |
| "Computer_Science": 35.0, | |
| "Math": 36.67, | |
| "Music": 38.33, | |
| "Materials": 26.67, | |
| "Marketing": 42.37, | |
| "Chemistry": 33.33, | |
| "Geography": 28.85 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 41.16 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 0.97, | |
| "reject_number": 5, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 63.7695, | |
| "capability_scores": { | |
| "ocr": 69.03846153846155, | |
| "math": 64.99999999999999, | |
| "spat": 58.25641025641023, | |
| "rec": 60.491400491400526, | |
| "know": 59.271523178807925, | |
| "gen": 63.12500000000001, | |
| "seq": 58.21428571428571 | |
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| "capability_detail_scores": { | |
| "ocr_math": 80.0, | |
| "ocr_spat_math": 62.66666666666667, | |
| "ocr_rec_spat_math": 25.0, | |
| "rec_spat": 54.642857142857146, | |
| "ocr_spat": 74.23076923076923, | |
| "ocr_rec_spat": 30.83333333333333, | |
| "ocr_know_spat": 95.0, | |
| "ocr_rec": 70.0, | |
| "rec_know_spat": 43.75, | |
| "ocr": 84.6875, | |
| "rec": 70.5084745762712, | |
| "rec_know": 48.46153846153846, | |
| "rec_know_gen": 61.03092783505152, | |
| "ocr_rec_know_gen": 73.84615384615387, | |
| "ocr_rec_spat_gen": 69.30232558139537, | |
| "ocr_spat_gen": 80.0, | |
| "ocr_seq_spat_math_gen": 100.0, | |
| "ocr_seq_spat_rec_math": 0.0, | |
| "rec_spat_gen": 52.727272727272734, | |
| "ocr_spat_math_gen": 40.0, | |
| "rec_spat_seq": 48.57142857142857, | |
| "ocr_rec_spat_seq": 43.333333333333336, | |
| "rec_know_spat_gen": 46.66666666666667, | |
| "rec_gen": 63.82352941176471, | |
| "ocr_rec_spat_know": 12.5, | |
| "ocr_spat_know": 95.0, | |
| "ocr_spat_rec_know_gen": 60.0, | |
| "ocr_rec_math": 100.0, | |
| "ocr_rec_gen": 78.0, | |
| "ocr_rec_gen_seq": 65.71428571428572, | |
| "ocr_gen": 68.46153846153847, | |
| "rec_gen_seq": 56.42857142857143, | |
| "rec_seq": 75.0, | |
| "rec_spat_gen_seq": 56.25, | |
| "rec_know_seq": 0.0, | |
| "rec_know_gen_seq": 50.0, | |
| "ocr_seq_spat_rec_gen": 46.666666666666664, | |
| "ocr_seq_rec_know_gen": 100.0, | |
| "rec_know_math": 50.0, | |
| "ocr_rec_seq": 100.0, | |
| "rec_spat_know": 43.75 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 63.7695 | |
| }, | |
| "MathVerse": { | |
| "reject_info": { | |
| "reject_rate": 0.03, | |
| "reject_number": 1, | |
| "total_question": 3940 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 46.95, | |
| "correct": 370, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 40.14, | |
| "correct": 1581, | |
| "total": 3939 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 39.97, | |
| "correct": 315, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 39.47, | |
| "correct": 311, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 36.55, | |
| "correct": 288, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 37.74, | |
| "correct": 297, | |
| "total": 787 | |
| }, | |
| "accuracy": 40.14, | |
| "acc_stderr": 0, | |
| "acc": 40.14 | |
| }, | |
| "Ocrlite": { | |
| "reject_info": { | |
| "reject_rate": 0.18, | |
| "reject_number": 3, | |
| "total_question": 1645 | |
| }, | |
| "final_score": [ | |
| 1266, | |
| 1642 | |
| ], | |
| "accuracy": 77.101, | |
| "Key Information Extraction-Bookshelf": [ | |
| 33, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 67, | |
| 90 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 137, | |
| 188 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 153, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 62, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 37, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 196, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 168, | |
| 199 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 239, | |
| 281 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 44, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 45, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 36, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 49, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 77.101 | |
| }, | |
| "OcrliteZh": { | |
| "reject_info": { | |
| "reject_rate": 0.43, | |
| "reject_number": 1, | |
| "total_question": 234 | |
| }, | |
| "final_score": [ | |
| 148, | |
| 233 | |
| ], | |
| "accuracy": 63.519, | |
| "Docvqa": [ | |
| 7, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 5, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 6, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 5, | |
| 9 | |
| ], | |
| "Key Information Extraction": [ | |
| 34, | |
| 45 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 28, | |
| 40 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 6, | |
| 11 | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 6, | |
| 11 | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 10, | |
| 12 | |
| ], | |
| "Regular Text Recognition": [ | |
| 10, | |
| 11 | |
| ], | |
| "Handwriting_CN": [ | |
| 13, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 18, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 63.519 | |
| }, | |
| "CharXiv": { | |
| "reject_info": { | |
| "reject_rate": 0.04, | |
| "reject_number": 2, | |
| "total_question": 5000 | |
| }, | |
| "descriptive": { | |
| "Overall Score": 76.49, | |
| "By Question": { | |
| "Q1": 79.92, | |
| "Q2": 76.09, | |
| "Q3": 72.1, | |
| "Q4": 81.71, | |
| "Q5": 80.33, | |
| "Q6": 73.09, | |
| "Q7": 72.65, | |
| "Q8": 78.57, | |
| "Q9": 75.62, | |
| "Q10": 81.51, | |
| "Q11": 53.71, | |
| "Q12": 80.22, | |
| "Q13": 77.17, | |
| "Q14": 83.33, | |
| "Q15": 79.23, | |
| "Q16": 75.0, | |
| "Q17": 58.48, | |
| "Q18": 86.59, | |
| "Q19": 87.69 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 76.63, | |
| "Enumeration": 79.1, | |
| "Pattern Recognition": 73.09, | |
| "Counting": 81.93, | |
| "Compositionality": 58.48 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 82.71, | |
| "2-4 Subplots": 76.19, | |
| "5+ Subplots": 66.81 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 77.18, | |
| "Economics": 78.26, | |
| "Electrical Engineering and Systems Science": 79.83, | |
| "Mathematics": 78.85, | |
| "Physics": 71.46, | |
| "Quantitative Biology": 72.42, | |
| "Quantitative Finance": 76.94, | |
| "Statistics": 76.99 | |
| }, | |
| "By Year": { | |
| "2020": 74.49, | |
| "2021": 75.77, | |
| "2022": 78.97, | |
| "2023": 76.81 | |
| }, | |
| "N_valid": 3999, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 38.64, | |
| "By Answer Type": { | |
| "Text-in-Chart": 43.28, | |
| "Text-in-General": 41.41, | |
| "Number-in-Chart": 36.64, | |
| "Number-in-General": 30.57 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 49.18, | |
| "GPT-Inspired": 31.94, | |
| "Completely Human": 37.83 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 39.68, | |
| "Economics": 42.03, | |
| "Electrical Engineering and Systems Science": 41.18, | |
| "Mathematics": 33.33, | |
| "Physics": 46.03, | |
| "Quantitative Biology": 35.71, | |
| "Quantitative Finance": 33.62, | |
| "Statistics": 37.17 | |
| }, | |
| "By Year": { | |
| "2020": 37.25, | |
| "2021": 45.0, | |
| "2022": 35.66, | |
| "2023": 36.29 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 41.97, | |
| "2-4 Subplots": 38.62, | |
| "5+ Subplots": 33.19 | |
| }, | |
| "N_valid": 999, | |
| "N_invalid": 4, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 57.56, | |
| "acc_stderr": 0, | |
| "acc": 57.56 | |
| }, | |
| "MathVision": { | |
| "reject_info": { | |
| "reject_rate": 0.03, | |
| "reject_number": 1, | |
| "total_question": 3040 | |
| }, | |
| "accuracy": 26.39, | |
| "acc_stderr": 0, | |
| "acc": 26.39 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 58.76, | |
| "domain_score": { | |
| "Life": 56.39, | |
| "Art": 61.03, | |
| "CTC": 51.11, | |
| "Society": 61.41, | |
| "Env.": 70.37, | |
| "Politics": 65.22 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 59.09, | |
| "Negative": 59.39, | |
| "Positive": 57.69 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 58.76 | |
| }, | |
| "Blink": { | |
| "reject_info": { | |
| "reject_rate": 0.11, | |
| "reject_number": 2, | |
| "total_question": 1901 | |
| }, | |
| "accuracy": 56.4, | |
| "Art Style": 68.1, | |
| "Counting": 63.33, | |
| "Forensic Detection": 59.85, | |
| "Functional Correspondence": 47.69, | |
| "IQ Test": 23.33, | |
| "Jigsaw": 52.35, | |
| "Multi-view Reasoning": 52.63, | |
| "Object Localization": 55.74, | |
| "Relative Depth": 65.32, | |
| "Relative Reflectance": 36.57, | |
| "Semantic Correspondence": 42.45, | |
| "Spatial Relation": 72.03, | |
| "Visual Correspondence": 72.09, | |
| "Visual Similarity": 80.0, | |
| "acc_stderr": 0, | |
| "acc": 56.4 | |
| } | |
| } | |
| } |