| { | |
| "config_general": { | |
| "model_name": "InternVL2_5-2B", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "艺术与设计": { | |
| "num": 88, | |
| "correct": 45, | |
| "accuracy": 51.14 | |
| }, | |
| "overall": { | |
| "num": 900, | |
| "correct": 317, | |
| "accuracy": 35.22 | |
| }, | |
| "商业": { | |
| "num": 126, | |
| "correct": 33, | |
| "accuracy": 26.19 | |
| }, | |
| "科学": { | |
| "num": 204, | |
| "correct": 59, | |
| "accuracy": 28.92 | |
| }, | |
| "健康与医学": { | |
| "num": 153, | |
| "correct": 62, | |
| "accuracy": 40.52 | |
| }, | |
| "人文社会科学": { | |
| "num": 85, | |
| "correct": 34, | |
| "accuracy": 40.0 | |
| }, | |
| "技术与工程": { | |
| "num": 244, | |
| "correct": 84, | |
| "accuracy": 34.43 | |
| }, | |
| "accuracy": 35.22, | |
| "acc_stderr": 0, | |
| "acc": 35.22 | |
| }, | |
| "MMMU": { | |
| "accuracy": 41.78, | |
| "subject_score": { | |
| "Accounting": 26.67, | |
| "Agriculture": 30.0, | |
| "Architecture": 26.67, | |
| "Art": 63.33, | |
| "Basic": 60.0, | |
| "Biology": 40.0, | |
| "Chemistry": 26.67, | |
| "Clinical": 43.33, | |
| "Computer": 46.67, | |
| "Design": 73.33, | |
| "Diagnostics": 36.67, | |
| "Economics": 30.0, | |
| "Electronics": 26.67, | |
| "Energy": 33.33, | |
| "Finance": 10.0, | |
| "Geography": 36.67, | |
| "History": 60.0, | |
| "Literature": 76.67, | |
| "Manage": 33.33, | |
| "Marketing": 43.33, | |
| "Materials": 40.0, | |
| "Math": 43.33, | |
| "Mechanical": 23.33, | |
| "Music": 33.33, | |
| "Pharmacy": 50.0, | |
| "Physics": 26.67, | |
| "Psychology": 46.67, | |
| "Public": 53.33, | |
| "Sociology": 50.0 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 39.39, | |
| "Easy": 52.54, | |
| "Hard": 29.83 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 41.78 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 25.55, | |
| "subject_score": { | |
| "History": 35.71, | |
| "Art": 47.17, | |
| "Design": 53.33, | |
| "Literature": 61.54, | |
| "Agriculture": 21.67, | |
| "Finance": 11.67, | |
| "Sociology": 35.19, | |
| "Accounting": 12.07, | |
| "Energy_and_Power": 10.34, | |
| "Pharmacy": 29.82, | |
| "Architecture_and_Engineering": 13.33, | |
| "Clinical_Medicine": 23.73, | |
| "Public_Health": 13.79, | |
| "Physics": 16.67, | |
| "Art_Theory": 52.73, | |
| "Electronics": 26.67, | |
| "Psychology": 16.67, | |
| "Biology": 30.51, | |
| "Manage": 26.0, | |
| "Economics": 15.25, | |
| "Mechanical_Engineering": 16.95, | |
| "Diagnostics_and_Laboratory_Medicine": 21.67, | |
| "Basic_Medical_Science": 34.62, | |
| "Computer_Science": 15.0, | |
| "Math": 23.33, | |
| "Music": 23.33, | |
| "Materials": 13.33, | |
| "Marketing": 22.03, | |
| "Chemistry": 25.0, | |
| "Geography": 28.85 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 22.1, | |
| "Easy": 35.8, | |
| "Hard": 18.95 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 25.55 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 15.43, | |
| "subject_score": { | |
| "History": 10.71, | |
| "Art": 11.32, | |
| "Design": 13.33, | |
| "Literature": 42.31, | |
| "Agriculture": 13.33, | |
| "Finance": 10.0, | |
| "Sociology": 16.67, | |
| "Accounting": 15.52, | |
| "Energy_and_Power": 17.24, | |
| "Pharmacy": 26.32, | |
| "Architecture_and_Engineering": 16.67, | |
| "Clinical_Medicine": 6.78, | |
| "Public_Health": 12.07, | |
| "Physics": 16.67, | |
| "Art_Theory": 12.73, | |
| "Electronics": 18.33, | |
| "Psychology": 16.67, | |
| "Biology": 11.86, | |
| "Manage": 28.0, | |
| "Economics": 10.17, | |
| "Mechanical_Engineering": 16.95, | |
| "Diagnostics_and_Laboratory_Medicine": 13.33, | |
| "Basic_Medical_Science": 21.15, | |
| "Computer_Science": 20.0, | |
| "Math": 11.67, | |
| "Music": 8.33, | |
| "Materials": 8.33, | |
| "Marketing": 13.56, | |
| "Chemistry": 15.0, | |
| "Geography": 13.46 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 15.43 | |
| }, | |
| "MmvetV2": { | |
| "accuracy": 50.0967, | |
| "capability_scores": { | |
| "math": 32.94117647058824, | |
| "ocr": 57.59615384615381, | |
| "spat": 45.38071065989844, | |
| "rec": 47.3300970873787, | |
| "know": 46.602564102564095, | |
| "gen": 47.85454545454542, | |
| "seq": 43.21428571428573 | |
| }, | |
| "capability_detail_scores": { | |
| "math_ocr": 27.27272727272727, | |
| "spat_math_ocr": 36.666666666666664, | |
| "rec_math_spat_ocr": 45.0, | |
| "rec_spat": 35.714285714285715, | |
| "spat_ocr": 63.46153846153846, | |
| "rec_spat_ocr": 41.66666666666667, | |
| "know_spat_ocr": 87.5, | |
| "rec_ocr": 75.0, | |
| "rec_spat_know": 28.999999999999996, | |
| "ocr": 84.375, | |
| "rec": 60.338983050847474, | |
| "rec_know": 34.61538461538461, | |
| "rec_gen_know": 46.899999999999984, | |
| "know_rec_gen_ocr": 63.84615384615384, | |
| "rec_gen_spat_ocr": 49.53488372093025, | |
| "spat_gen_ocr": 60.0, | |
| "seq_ocr_gen_spat_math": 50.0, | |
| "seq_ocr_rec_spat_math": 0.0, | |
| "rec_gen_spat": 35.45454545454545, | |
| "gen_spat_math_ocr": 30.0, | |
| "rec_seq_spat": 21.428571428571427, | |
| "rec_seq_spat_ocr": 86.66666666666667, | |
| "rec_gen_spat_know": 26.666666666666668, | |
| "rec_gen": 52.64705882352941, | |
| "know_rec_ocr_spat": 45.0, | |
| "rec_gen_ocr_know": 63.84615384615384, | |
| "know_ocr_rec_gen_spat": 75.0, | |
| "rec_math_ocr": 100.0, | |
| "rec_gen_ocr": 42.00000000000001, | |
| "rec_seq_gen_ocr": 57.14285714285715, | |
| "gen_ocr": 50.0, | |
| "rec_seq_gen": 29.999999999999993, | |
| "rec_seq": 35.0, | |
| "rec_seq_gen_spat": 50.0, | |
| "rec_seq_know": 0.0, | |
| "rec_seq_gen_know": 50.0, | |
| "seq_ocr_rec_gen_spat": 60.0, | |
| "seq_know_ocr_rec_gen": 75.0, | |
| "rec_math_know": 0.0, | |
| "rec_seq_ocr": 100.0, | |
| "know_rec_spat_ocr": 45.0, | |
| "know_rec_spat": 28.999999999999996 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 50.0967 | |
| }, | |
| "MathVerse": { | |
| "Text Dominant": { | |
| "accuracy": 25.76, | |
| "correct": 203, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 20.46, | |
| "correct": 806, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 21.7, | |
| "correct": 171, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 18.53, | |
| "correct": 146, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 18.15, | |
| "correct": 143, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 18.15, | |
| "correct": 143, | |
| "total": 788 | |
| }, | |
| "accuracy": 20.46, | |
| "acc_stderr": 0, | |
| "acc": 20.46 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 997, | |
| 1644 | |
| ], | |
| "accuracy": 60.645, | |
| "Key Information Extraction-Bookshelf": [ | |
| 12, | |
| 51, | |
| 0.235, | |
| { | |
| "Default": [ | |
| 12, | |
| 51, | |
| 0.235 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 36, | |
| 90, | |
| 0.4, | |
| { | |
| "Default": [ | |
| 36, | |
| 90, | |
| 0.4 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 101, | |
| 189, | |
| 0.534, | |
| { | |
| "Default": [ | |
| 101, | |
| 189, | |
| 0.534 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA": [ | |
| 115, | |
| 204, | |
| 0.564, | |
| { | |
| "Default": [ | |
| 115, | |
| 204, | |
| 0.564 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 46, | |
| 119, | |
| 0.387, | |
| { | |
| "Default": [ | |
| 46, | |
| 119, | |
| 0.387 | |
| ] | |
| } | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 3, | |
| 100, | |
| 0.03, | |
| { | |
| "Default": [ | |
| 3, | |
| 100, | |
| 0.03 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 167, | |
| 209, | |
| 0.799, | |
| { | |
| "Default": [ | |
| 167, | |
| 209, | |
| 0.799 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 163, | |
| 200, | |
| 0.815, | |
| { | |
| "Default": [ | |
| 163, | |
| 200, | |
| 0.815 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 192, | |
| 282, | |
| 0.681, | |
| { | |
| "Default": [ | |
| 192, | |
| 282, | |
| 0.681 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 34, | |
| 50, | |
| 0.68, | |
| { | |
| "Default": [ | |
| 34, | |
| 50, | |
| 0.68 | |
| ] | |
| } | |
| ], | |
| "Irregular Text Recognition": [ | |
| 39, | |
| 50, | |
| 0.78, | |
| { | |
| "Default": [ | |
| 39, | |
| 50, | |
| 0.78 | |
| ] | |
| } | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 39, | |
| 50, | |
| 0.78, | |
| { | |
| "Default": [ | |
| 39, | |
| 50, | |
| 0.78 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 50, | |
| 50, | |
| 1.0, | |
| { | |
| "Default": [ | |
| 50, | |
| 50, | |
| 1.0 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 60.645 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 108, | |
| 234 | |
| ], | |
| "accuracy": 46.154, | |
| "Docvqa": [ | |
| 3, | |
| 10, | |
| 0.3, | |
| { | |
| "Default": [ | |
| 3, | |
| 10, | |
| 0.3 | |
| ] | |
| } | |
| ], | |
| "Chartqa-human": [ | |
| 5, | |
| 10, | |
| 0.5, | |
| { | |
| "Default": [ | |
| 5, | |
| 10, | |
| 0.5 | |
| ] | |
| } | |
| ], | |
| "Chartqa-au": [ | |
| 5, | |
| 10, | |
| 0.5, | |
| { | |
| "Default": [ | |
| 5, | |
| 10, | |
| 0.5 | |
| ] | |
| } | |
| ], | |
| "infographic": [ | |
| 3, | |
| 10, | |
| 0.3, | |
| { | |
| "Default": [ | |
| 3, | |
| 10, | |
| 0.3 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 30, | |
| 45, | |
| 0.667, | |
| { | |
| "Default": [ | |
| 30, | |
| 45, | |
| 0.667 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 17, | |
| 40, | |
| 0.425, | |
| { | |
| "Default": [ | |
| 17, | |
| 40, | |
| 0.425 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 2, | |
| 11, | |
| 0.182, | |
| { | |
| "Default": [ | |
| 2, | |
| 11, | |
| 0.182 | |
| ] | |
| } | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 4, | |
| 11, | |
| 0.364, | |
| { | |
| "Default": [ | |
| 4, | |
| 11, | |
| 0.364 | |
| ] | |
| } | |
| ], | |
| "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": [ | |
| 12, | |
| 20, | |
| 0.6, | |
| { | |
| "Default": [ | |
| 12, | |
| 20, | |
| 0.6 | |
| ] | |
| } | |
| ], | |
| "Chinese Unlimited": [ | |
| 7, | |
| 44, | |
| 0.159, | |
| { | |
| "Default": [ | |
| 7, | |
| 44, | |
| 0.159 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 46.154 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 50.73, | |
| "By Question": { | |
| "Q1": 45.9, | |
| "Q2": 57.83, | |
| "Q3": 42.92, | |
| "Q4": 57.98, | |
| "Q5": 54.81, | |
| "Q6": 38.55, | |
| "Q7": 51.71, | |
| "Q8": 39.29, | |
| "Q9": 27.86, | |
| "Q10": 41.1, | |
| "Q11": 57.71, | |
| "Q12": 44.51, | |
| "Q13": 48.4, | |
| "Q14": 79.79, | |
| "Q15": 85.62, | |
| "Q16": 44.44, | |
| "Q17": 9.38, | |
| "Q18": 48.99, | |
| "Q19": 67.69 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 49.94, | |
| "Enumeration": 59.97, | |
| "Pattern Recognition": 51.97, | |
| "Counting": 47.07, | |
| "Compositionality": 9.38 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 60.95, | |
| "2-4 Subplots": 47.55, | |
| "5+ Subplots": 39.09 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 51.59, | |
| "Economics": 50.54, | |
| "Electrical Engineering and Systems Science": 54.41, | |
| "Mathematics": 52.59, | |
| "Physics": 45.08, | |
| "Quantitative Biology": 47.82, | |
| "Quantitative Finance": 51.94, | |
| "Statistics": 52.21 | |
| }, | |
| "By Year": { | |
| "2020": 48.68, | |
| "2021": 50.48, | |
| "2022": 50.92, | |
| "2023": 52.82 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 21.4, | |
| "By Answer Type": { | |
| "Text-in-Chart": 27.5, | |
| "Text-in-General": 25.25, | |
| "Number-in-Chart": 21.12, | |
| "Number-in-General": 8.3 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 20.65, | |
| "GPT-Inspired": 23.61, | |
| "Completely Human": 20.83 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 17.46, | |
| "Economics": 24.64, | |
| "Electrical Engineering and Systems Science": 22.69, | |
| "Mathematics": 20.0, | |
| "Physics": 16.54, | |
| "Quantitative Biology": 19.84, | |
| "Quantitative Finance": 25.0, | |
| "Statistics": 25.66 | |
| }, | |
| "By Year": { | |
| "2020": 23.08, | |
| "2021": 21.46, | |
| "2022": 19.26, | |
| "2023": 21.77 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 19.69, | |
| "2-4 Subplots": 24.6, | |
| "5+ Subplots": 19.07 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 0, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 36.06, | |
| "acc_stderr": 0, | |
| "acc": 36.06 | |
| }, | |
| "MathVision": { | |
| "accuracy": 12.93, | |
| "acc_stderr": 0, | |
| "acc": 12.93 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 41.18, | |
| "domain_score": { | |
| "Life": 31.6, | |
| "Art": 46.32, | |
| "CTC": 37.78, | |
| "Society": 44.32, | |
| "Env.": 59.26, | |
| "Politics": 58.33 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 46.62, | |
| "Negative": 40.0, | |
| "Positive": 36.32 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 41.18 | |
| }, | |
| "Blink": { | |
| "accuracy": 43.35, | |
| "Art Style": 58.12, | |
| "Counting": 55.83, | |
| "Forensic Detection": 10.61, | |
| "Functional Correspondence": 18.46, | |
| "IQ Test": 31.33, | |
| "Jigsaw": 47.33, | |
| "Multi-view Reasoning": 51.13, | |
| "Object Localization": 50.82, | |
| "Relative Depth": 62.1, | |
| "Relative Reflectance": 38.06, | |
| "Semantic Correspondence": 25.9, | |
| "Spatial Relation": 83.22, | |
| "Visual Correspondence": 29.65, | |
| "Visual Similarity": 51.11, | |
| "acc_stderr": 0, | |
| "acc": 43.35 | |
| } | |
| } | |
| } |