| { | |
| "config_general": { | |
| "model_name": "Qwen2.5-VL-72B-Instruct", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "艺术与设计": { | |
| "num": 88, | |
| "correct": 66, | |
| "accuracy": 75.0 | |
| }, | |
| "overall": { | |
| "num": 900, | |
| "correct": 509, | |
| "accuracy": 56.56 | |
| }, | |
| "商业": { | |
| "num": 126, | |
| "correct": 46, | |
| "accuracy": 36.51 | |
| }, | |
| "科学": { | |
| "num": 204, | |
| "correct": 112, | |
| "accuracy": 54.9 | |
| }, | |
| "健康与医学": { | |
| "num": 153, | |
| "correct": 95, | |
| "accuracy": 62.09 | |
| }, | |
| "人文社会科学": { | |
| "num": 85, | |
| "correct": 60, | |
| "accuracy": 70.59 | |
| }, | |
| "技术与工程": { | |
| "num": 244, | |
| "correct": 130, | |
| "accuracy": 53.28 | |
| }, | |
| "accuracy": 56.56, | |
| "acc_stderr": 0, | |
| "acc": 56.56 | |
| }, | |
| "MMMU": { | |
| "accuracy": 62.56, | |
| "subject_score": { | |
| "Accounting": 66.67, | |
| "Agriculture": 53.33, | |
| "Architecture": 33.33, | |
| "Art": 81.67, | |
| "Basic": 66.67, | |
| "Biology": 60.0, | |
| "Chemistry": 46.67, | |
| "Clinical": 70.0, | |
| "Computer": 63.33, | |
| "Design": 83.33, | |
| "Diagnostics": 43.33, | |
| "Economics": 76.67, | |
| "Electronics": 40.0, | |
| "Energy": 50.0, | |
| "Finance": 46.67, | |
| "Geography": 73.33, | |
| "History": 76.67, | |
| "Literature": 90.0, | |
| "Manage": 60.0, | |
| "Marketing": 66.67, | |
| "Materials": 40.0, | |
| "Math": 56.67, | |
| "Mechanical": 46.67, | |
| "Music": 33.33, | |
| "Pharmacy": 70.0, | |
| "Physics": 66.67, | |
| "Psychology": 80.0, | |
| "Public": 83.33, | |
| "Sociology": 70.0 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 61.79, | |
| "Hard": 44.75, | |
| "Easy": 74.58 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 62.56 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 46.94, | |
| "subject_score": { | |
| "History": 60.71, | |
| "Design": 66.67, | |
| "Finance": 43.33, | |
| "Literature": 73.08, | |
| "Sociology": 51.85, | |
| "Art": 73.58, | |
| "Agriculture": 33.33, | |
| "Energy_and_Power": 25.86, | |
| "Accounting": 31.03, | |
| "Architecture_and_Engineering": 33.33, | |
| "Pharmacy": 57.89, | |
| "Public_Health": 43.1, | |
| "Clinical_Medicine": 42.37, | |
| "Art_Theory": 74.55, | |
| "Physics": 40.0, | |
| "Electronics": 65.0, | |
| "Psychology": 45.0, | |
| "Economics": 54.24, | |
| "Biology": 45.76, | |
| "Mechanical_Engineering": 44.07, | |
| "Manage": 40.0, | |
| "Diagnostics_and_Laboratory_Medicine": 33.33, | |
| "Basic_Medical_Science": 50.0, | |
| "Computer_Science": 50.0, | |
| "Math": 41.67, | |
| "Materials": 28.33, | |
| "Music": 30.0, | |
| "Marketing": 45.76, | |
| "Chemistry": 45.0, | |
| "Geography": 48.08 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 42.2, | |
| "Hard": 37.66, | |
| "Easy": 61.17 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 46.94 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 46.3, | |
| "subject_score": { | |
| "Design": 61.67, | |
| "History": 58.93, | |
| "Art": 52.83, | |
| "Literature": 69.23, | |
| "Sociology": 55.56, | |
| "Pharmacy": 50.88, | |
| "Agriculture": 21.67, | |
| "Clinical_Medicine": 40.68, | |
| "Accounting": 60.34, | |
| "Energy_and_Power": 39.66, | |
| "Architecture_and_Engineering": 35.0, | |
| "Public_Health": 62.07, | |
| "Physics": 45.0, | |
| "Art_Theory": 58.18, | |
| "Finance": 61.67, | |
| "Manage": 40.0, | |
| "Psychology": 43.33, | |
| "Biology": 32.2, | |
| "Diagnostics_and_Laboratory_Medicine": 25.0, | |
| "Economics": 61.02, | |
| "Electronics": 56.67, | |
| "Basic_Medical_Science": 42.31, | |
| "Mechanical_Engineering": 38.98, | |
| "Computer_Science": 45.0, | |
| "Math": 43.33, | |
| "Music": 30.0, | |
| "Materials": 28.33, | |
| "Marketing": 50.85, | |
| "Chemistry": 46.67, | |
| "Geography": 36.54 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 46.3 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 1.35, | |
| "reject_number": 7, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 69.1765, | |
| "capability_scores": { | |
| "math": 76.47058823529412, | |
| "ocr": 72.58536585365856, | |
| "spat": 65.20408163265303, | |
| "rec": 67.0617283950618, | |
| "know": 65.32051282051277, | |
| "gen": 69.1143911439115, | |
| "seq": 72.24489795918367 | |
| }, | |
| "capability_detail_scores": { | |
| "math_ocr": 72.72727272727273, | |
| "spat_ocr_math": 93.33333333333333, | |
| "rec_spat_ocr_math": 50.0, | |
| "rec_spat": 61.78571428571429, | |
| "spat_ocr": 64.61538461538461, | |
| "rec_spat_ocr": 50.0, | |
| "know_spat_ocr": 100.0, | |
| "rec_ocr": 95.0, | |
| "rec_know_spat": 48.0, | |
| "ocr": 84.37500000000001, | |
| "rec": 67.28813559322035, | |
| "rec_know": 78.46153846153847, | |
| "rec_know_gen": 68.19999999999997, | |
| "rec_know_ocr_gen": 69.23076923076923, | |
| "rec_spat_ocr_gen": 74.41860465116281, | |
| "spat_ocr_gen": 80.0, | |
| "spat_math_ocr_seq_gen": 100.0, | |
| "spat_math_ocr_seq_rec": 100.0, | |
| "rec_spat_gen": 62.27272727272729, | |
| "spat_ocr_gen_math": 0.0, | |
| "rec_spat_seq": 65.0, | |
| "rec_spat_ocr_seq": 33.33333333333333, | |
| "rec_know_spat_gen": 36.66666666666667, | |
| "rec_gen": 70.58823529411767, | |
| "rec_know_spat_ocr": 0.0, | |
| "know_spat_ocr_gen_rec": 50.0, | |
| "rec_math_ocr": 100.0, | |
| "rec_ocr_gen": 88.00000000000001, | |
| "rec_seq_ocr_gen": 75.0, | |
| "ocr_gen": 67.6923076923077, | |
| "rec_seq_gen": 71.53846153846153, | |
| "rec_seq": 100.0, | |
| "rec_spat_seq_gen": 75.0, | |
| "rec_know_seq": 100.0, | |
| "rec_gen_seq": 71.53846153846153, | |
| "rec_know_seq_gen": 40.0, | |
| "spat_ocr_seq_rec_gen": 53.333333333333336, | |
| "know_ocr_seq_rec_gen": 90.0, | |
| "rec_know_math": 0.0, | |
| "rec_ocr_seq": 100.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 69.1765 | |
| }, | |
| "MathVerse": { | |
| "Vision Intensive": { | |
| "accuracy": 35.28, | |
| "correct": 278, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 37.31, | |
| "correct": 1470, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 37.94, | |
| "correct": 299, | |
| "total": 788 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 43.78, | |
| "correct": 345, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 36.68, | |
| "correct": 289, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 32.87, | |
| "correct": 259, | |
| "total": 788 | |
| }, | |
| "accuracy": 37.31, | |
| "acc_stderr": 0, | |
| "acc": 37.31 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 1306, | |
| 1644 | |
| ], | |
| "accuracy": 79.44, | |
| "Key Information Extraction-Bookshelf": [ | |
| 40, | |
| 51, | |
| 0.784, | |
| { | |
| "Default": [ | |
| 40, | |
| 51, | |
| 0.784 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 71, | |
| 90, | |
| 0.789, | |
| { | |
| "Default": [ | |
| 71, | |
| 90, | |
| 0.789 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 147, | |
| 189, | |
| 0.778, | |
| { | |
| "Default": [ | |
| 147, | |
| 189, | |
| 0.778 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA": [ | |
| 170, | |
| 204, | |
| 0.833, | |
| { | |
| "Default": [ | |
| 170, | |
| 204, | |
| 0.833 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 74, | |
| 119, | |
| 0.622, | |
| { | |
| "Default": [ | |
| 74, | |
| 119, | |
| 0.622 | |
| ] | |
| } | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 1, | |
| 100, | |
| 0.01, | |
| { | |
| "Default": [ | |
| 1, | |
| 100, | |
| 0.01 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 200, | |
| 209, | |
| 0.957, | |
| { | |
| "Default": [ | |
| 200, | |
| 209, | |
| 0.957 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 172, | |
| 200, | |
| 0.86, | |
| { | |
| "Default": [ | |
| 172, | |
| 200, | |
| 0.86 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 248, | |
| 282, | |
| 0.879, | |
| { | |
| "Default": [ | |
| 248, | |
| 282, | |
| 0.879 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 44, | |
| 50, | |
| 0.88, | |
| { | |
| "Default": [ | |
| 44, | |
| 50, | |
| 0.88 | |
| ] | |
| } | |
| ], | |
| "Irregular Text Recognition": [ | |
| 47, | |
| 50, | |
| 0.94, | |
| { | |
| "Default": [ | |
| 47, | |
| 50, | |
| 0.94 | |
| ] | |
| } | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 43, | |
| 50, | |
| 0.86, | |
| { | |
| "Default": [ | |
| 43, | |
| 50, | |
| 0.86 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 49, | |
| 50, | |
| 0.98, | |
| { | |
| "Default": [ | |
| 49, | |
| 50, | |
| 0.98 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 79.44 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 175, | |
| 234 | |
| ], | |
| "accuracy": 74.786, | |
| "Docvqa": [ | |
| 7, | |
| 10, | |
| 0.7, | |
| { | |
| "Default": [ | |
| 7, | |
| 10, | |
| 0.7 | |
| ] | |
| } | |
| ], | |
| "Chartqa-human": [ | |
| 5, | |
| 10, | |
| 0.5, | |
| { | |
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| 5, | |
| 10, | |
| 0.5 | |
| ] | |
| } | |
| ], | |
| "Chartqa-au": [ | |
| 8, | |
| 10, | |
| 0.8, | |
| { | |
| "Default": [ | |
| 8, | |
| 10, | |
| 0.8 | |
| ] | |
| } | |
| ], | |
| "infographic": [ | |
| 8, | |
| 10, | |
| 0.8, | |
| { | |
| "Default": [ | |
| 8, | |
| 10, | |
| 0.8 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 40, | |
| 45, | |
| 0.889, | |
| { | |
| "Default": [ | |
| 40, | |
| 45, | |
| 0.889 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 30, | |
| 40, | |
| 0.75, | |
| { | |
| "Default": [ | |
| 30, | |
| 40, | |
| 0.75 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 7, | |
| 11, | |
| 0.636, | |
| { | |
| "Default": [ | |
| 7, | |
| 11, | |
| 0.636 | |
| ] | |
| } | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 10, | |
| 11, | |
| 0.909, | |
| { | |
| "Default": [ | |
| 10, | |
| 11, | |
| 0.909 | |
| ] | |
| } | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 11, | |
| 12, | |
| 0.917, | |
| { | |
| "Default": [ | |
| 11, | |
| 12, | |
| 0.917 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 11, | |
| 11, | |
| 1.0, | |
| { | |
| "Default": [ | |
| 11, | |
| 11, | |
| 1.0 | |
| ] | |
| } | |
| ], | |
| "Handwriting_CN": [ | |
| 15, | |
| 20, | |
| 0.75, | |
| { | |
| "Default": [ | |
| 15, | |
| 20, | |
| 0.75 | |
| ] | |
| } | |
| ], | |
| "Chinese Unlimited": [ | |
| 23, | |
| 44, | |
| 0.523, | |
| { | |
| "Default": [ | |
| 23, | |
| 44, | |
| 0.523 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 74.786 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 85.28, | |
| "By Question": { | |
| "Q1": 84.43, | |
| "Q2": 80.87, | |
| "Q3": 72.96, | |
| "Q4": 87.94, | |
| "Q5": 89.12, | |
| "Q6": 84.34, | |
| "Q7": 88.46, | |
| "Q8": 90.18, | |
| "Q9": 85.07, | |
| "Q10": 82.88, | |
| "Q11": 77.14, | |
| "Q12": 89.01, | |
| "Q13": 71.23, | |
| "Q14": 95.74, | |
| "Q15": 95.85, | |
| "Q16": 77.78, | |
| "Q17": 70.54, | |
| "Q18": 93.12, | |
| "Q19": 92.31 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 84.1, | |
| "Enumeration": 88.7, | |
| "Pattern Recognition": 85.81, | |
| "Counting": 87.28, | |
| "Compositionality": 70.54 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 89.18, | |
| "2-4 Subplots": 86.44, | |
| "5+ Subplots": 77.01 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 84.13, | |
| "Economics": 86.41, | |
| "Electrical Engineering and Systems Science": 89.08, | |
| "Mathematics": 86.48, | |
| "Physics": 82.48, | |
| "Quantitative Biology": 80.56, | |
| "Quantitative Finance": 85.56, | |
| "Statistics": 87.83 | |
| }, | |
| "By Year": { | |
| "2020": 85.12, | |
| "2021": 83.72, | |
| "2022": 86.07, | |
| "2023": 86.29 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 45.6, | |
| "By Answer Type": { | |
| "Text-in-Chart": 48.41, | |
| "Text-in-General": 53.54, | |
| "Number-in-Chart": 45.69, | |
| "Number-in-General": 36.68 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 50.54, | |
| "GPT-Inspired": 43.98, | |
| "Completely Human": 44.67 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 44.44, | |
| "Economics": 50.0, | |
| "Electrical Engineering and Systems Science": 40.34, | |
| "Mathematics": 51.85, | |
| "Physics": 54.33, | |
| "Quantitative Biology": 39.68, | |
| "Quantitative Finance": 37.93, | |
| "Statistics": 44.25 | |
| }, | |
| "By Year": { | |
| "2020": 44.94, | |
| "2021": 44.83, | |
| "2022": 39.75, | |
| "2023": 52.82 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 47.93, | |
| "2-4 Subplots": 44.18, | |
| "5+ Subplots": 44.07 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 0, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 65.44, | |
| "acc_stderr": 0, | |
| "acc": 65.44 | |
| }, | |
| "MathVision": { | |
| "accuracy": 30.26, | |
| "acc_stderr": 0, | |
| "acc": 30.26 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 63.27, | |
| "domain_score": { | |
| "CTC": 62.22, | |
| "Society": 69.19, | |
| "Env.": 66.67, | |
| "Art": 63.24, | |
| "Life": 58.87, | |
| "Politics": 58.33 | |
| }, | |
| "emotion_score": { | |
| "Positive": 61.54, | |
| "Negative": 66.04, | |
| "Neutral": 62.03 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 63.27 | |
| }, | |
| "Blink": { | |
| "accuracy": 59.18, | |
| "Art Style": 71.79, | |
| "Counting": 70.83, | |
| "Forensic Detection": 54.55, | |
| "Functional Correspondence": 42.31, | |
| "IQ Test": 29.33, | |
| "Jigsaw": 72.0, | |
| "Multi-view Reasoning": 43.61, | |
| "Object Localization": 42.62, | |
| "Relative Depth": 75.81, | |
| "Relative Reflectance": 33.58, | |
| "Semantic Correspondence": 51.8, | |
| "Spatial Relation": 82.52, | |
| "Visual Correspondence": 75.58, | |
| "Visual Similarity": 80.0, | |
| "acc_stderr": 0, | |
| "acc": 59.18 | |
| } | |
| } | |
| } |