| { | |
| "config_general": { | |
| "model_name": "Qwen2.5-VL-32B-Instruct", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "艺术与设计": { | |
| "num": 88, | |
| "correct": 65, | |
| "accuracy": 73.86 | |
| }, | |
| "overall": { | |
| "num": 900, | |
| "correct": 443, | |
| "accuracy": 49.22 | |
| }, | |
| "商业": { | |
| "num": 126, | |
| "correct": 39, | |
| "accuracy": 30.95 | |
| }, | |
| "科学": { | |
| "num": 204, | |
| "correct": 85, | |
| "accuracy": 41.67 | |
| }, | |
| "健康与医学": { | |
| "num": 153, | |
| "correct": 82, | |
| "accuracy": 53.59 | |
| }, | |
| "人文社会科学": { | |
| "num": 85, | |
| "correct": 55, | |
| "accuracy": 64.71 | |
| }, | |
| "技术与工程": { | |
| "num": 244, | |
| "correct": 117, | |
| "accuracy": 47.95 | |
| }, | |
| "accuracy": 49.22, | |
| "acc_stderr": 0, | |
| "acc": 49.22 | |
| }, | |
| "MMMU": { | |
| "accuracy": 61.0, | |
| "subject_score": { | |
| "Accounting": 53.33, | |
| "Agriculture": 56.67, | |
| "Architecture": 33.33, | |
| "Art": 75.0, | |
| "Basic": 66.67, | |
| "Biology": 63.33, | |
| "Chemistry": 33.33, | |
| "Clinical": 70.0, | |
| "Computer": 63.33, | |
| "Design": 83.33, | |
| "Diagnostics": 46.67, | |
| "Economics": 63.33, | |
| "Electronics": 40.0, | |
| "Energy": 50.0, | |
| "Finance": 36.67, | |
| "Geography": 66.67, | |
| "History": 80.0, | |
| "Literature": 83.33, | |
| "Manage": 53.33, | |
| "Marketing": 76.67, | |
| "Materials": 50.0, | |
| "Math": 50.0, | |
| "Mechanical": 43.33, | |
| "Music": 53.33, | |
| "Pharmacy": 73.33, | |
| "Physics": 73.33, | |
| "Psychology": 73.33, | |
| "Public": 70.0, | |
| "Sociology": 73.33 | |
| }, | |
| "difficulty_score": { | |
| "Hard": 44.2, | |
| "Medium": 60.14, | |
| "Easy": 72.54 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 61.0 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 44.34, | |
| "subject_score": { | |
| "Literature": 69.23, | |
| "Finance": 36.67, | |
| "Design": 68.33, | |
| "History": 62.5, | |
| "Sociology": 50.0, | |
| "Art": 60.38, | |
| "Energy_and_Power": 20.69, | |
| "Agriculture": 23.33, | |
| "Accounting": 31.03, | |
| "Clinical_Medicine": 49.15, | |
| "Pharmacy": 45.61, | |
| "Architecture_and_Engineering": 40.0, | |
| "Public_Health": 43.1, | |
| "Physics": 35.0, | |
| "Electronics": 60.0, | |
| "Art_Theory": 67.27, | |
| "Psychology": 51.67, | |
| "Manage": 42.0, | |
| "Biology": 42.37, | |
| "Economics": 47.46, | |
| "Diagnostics_and_Laboratory_Medicine": 36.67, | |
| "Mechanical_Engineering": 44.07, | |
| "Basic_Medical_Science": 44.23, | |
| "Computer_Science": 48.33, | |
| "Math": 36.67, | |
| "Music": 33.33, | |
| "Materials": 26.67, | |
| "Marketing": 37.29, | |
| "Chemistry": 36.67, | |
| "Geography": 48.08 | |
| }, | |
| "difficulty_score": { | |
| "Easy": 54.92, | |
| "Hard": 35.66, | |
| "Medium": 41.7 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 44.34 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 35.55, | |
| "subject_score": { | |
| "History": 48.21, | |
| "Sociology": 44.44, | |
| "Design": 48.33, | |
| "Accounting": 24.14, | |
| "Energy_and_Power": 13.79, | |
| "Literature": 67.31, | |
| "Agriculture": 20.0, | |
| "Art": 45.28, | |
| "Pharmacy": 50.88, | |
| "Finance": 33.33, | |
| "Clinical_Medicine": 40.68, | |
| "Architecture_and_Engineering": 23.33, | |
| "Physics": 38.33, | |
| "Art_Theory": 49.09, | |
| "Electronics": 40.0, | |
| "Psychology": 31.67, | |
| "Manage": 28.0, | |
| "Biology": 28.81, | |
| "Economics": 37.29, | |
| "Diagnostics_and_Laboratory_Medicine": 28.33, | |
| "Mechanical_Engineering": 22.03, | |
| "Basic_Medical_Science": 34.62, | |
| "Computer_Science": 46.67, | |
| "Math": 21.67, | |
| "Public_Health": 43.1, | |
| "Materials": 30.0, | |
| "Music": 20.0, | |
| "Geography": 36.54, | |
| "Marketing": 35.59, | |
| "Chemistry": 41.67 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 35.55 | |
| }, | |
| "MmvetV2": { | |
| "accuracy": 70.7157, | |
| "capability_scores": { | |
| "ocr": 81.00961538461544, | |
| "math": 84.11764705882352, | |
| "spat": 69.59390862944163, | |
| "rec": 66.48058252427191, | |
| "know": 64.35897435897436, | |
| "gen": 68.87272727272735, | |
| "seq": 65.35714285714286 | |
| }, | |
| "capability_detail_scores": { | |
| "ocr_math": 88.18181818181817, | |
| "ocr_math_spat": 89.33333333333333, | |
| "rec_ocr_math_spat": 50.0, | |
| "rec_spat": 63.21428571428571, | |
| "ocr_spat": 84.61538461538461, | |
| "rec_ocr_spat": 50.0, | |
| "know_ocr_spat": 100.0, | |
| "rec_ocr": 100.0, | |
| "know_rec_spat": 50.0, | |
| "ocr": 89.68749999999999, | |
| "rec": 69.15254237288137, | |
| "know_rec": 64.61538461538461, | |
| "know_rec_gen": 61.699999999999974, | |
| "know_rec_ocr_gen": 84.6153846153846, | |
| "rec_ocr_gen_spat": 81.62790697674417, | |
| "ocr_gen_spat": 95.0, | |
| "gen_spat_math_ocr_seq": 100.0, | |
| "rec_spat_math_ocr_seq": 100.0, | |
| "rec_gen_spat": 54.54545454545454, | |
| "ocr_math_gen_spat": 50.0, | |
| "rec_seq_spat": 65.71428571428571, | |
| "rec_seq_ocr_spat": 16.666666666666664, | |
| "know_rec_gen_spat": 40.0, | |
| "rec_gen": 70.29411764705883, | |
| "know_rec_ocr_spat": 47.5, | |
| "rec_gen_spat_know_ocr": 90.0, | |
| "rec_ocr_math": 100.0, | |
| "rec_ocr_gen": 96.0, | |
| "rec_seq_ocr_gen": 72.85714285714286, | |
| "ocr_gen": 80.76923076923077, | |
| "rec_seq_gen": 64.28571428571429, | |
| "rec_seq": 58.333333333333336, | |
| "rec_seq_gen_spat": 73.75, | |
| "know_rec_seq": 100.0, | |
| "know_rec_seq_gen": 70.0, | |
| "rec_gen_spat_ocr_seq": 20.0, | |
| "rec_gen_know_ocr_seq": 100.0, | |
| "know_rec_math": 50.0, | |
| "rec_seq_ocr": 100.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 70.7157 | |
| }, | |
| "MathVerse": { | |
| "Text Lite": { | |
| "accuracy": 54.95, | |
| "correct": 433, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 53.27, | |
| "correct": 2099, | |
| "total": 3940 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 62.44, | |
| "correct": 492, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 49.87, | |
| "correct": 393, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 50.13, | |
| "correct": 395, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 48.98, | |
| "correct": 386, | |
| "total": 788 | |
| }, | |
| "accuracy": 53.27, | |
| "acc_stderr": 0, | |
| "acc": 53.27 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 1275, | |
| 1644 | |
| ], | |
| "accuracy": 77.555, | |
| "Key Information Extraction-Bookshelf": [ | |
| 32, | |
| 51, | |
| 0.627, | |
| { | |
| "Default": [ | |
| 32, | |
| 51, | |
| 0.627 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 75, | |
| 90, | |
| 0.833, | |
| { | |
| "Default": [ | |
| 75, | |
| 90, | |
| 0.833 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 152, | |
| 189, | |
| 0.804, | |
| { | |
| "Default": [ | |
| 152, | |
| 189, | |
| 0.804 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA": [ | |
| 176, | |
| 204, | |
| 0.863, | |
| { | |
| "Default": [ | |
| 176, | |
| 204, | |
| 0.863 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 61, | |
| 119, | |
| 0.513, | |
| { | |
| "Default": [ | |
| 61, | |
| 119, | |
| 0.513 | |
| ] | |
| } | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 1, | |
| 100, | |
| 0.01, | |
| { | |
| "Default": [ | |
| 1, | |
| 100, | |
| 0.01 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 194, | |
| 209, | |
| 0.928, | |
| { | |
| "Default": [ | |
| 194, | |
| 209, | |
| 0.928 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 170, | |
| 200, | |
| 0.85, | |
| { | |
| "Default": [ | |
| 170, | |
| 200, | |
| 0.85 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 249, | |
| 282, | |
| 0.883, | |
| { | |
| "Default": [ | |
| 249, | |
| 282, | |
| 0.883 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 41, | |
| 50, | |
| 0.82, | |
| { | |
| "Default": [ | |
| 41, | |
| 50, | |
| 0.82 | |
| ] | |
| } | |
| ], | |
| "Irregular Text Recognition": [ | |
| 42, | |
| 50, | |
| 0.84, | |
| { | |
| "Default": [ | |
| 42, | |
| 50, | |
| 0.84 | |
| ] | |
| } | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 34, | |
| 50, | |
| 0.68, | |
| { | |
| "Default": [ | |
| 34, | |
| 50, | |
| 0.68 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 48, | |
| 50, | |
| 0.96, | |
| { | |
| "Default": [ | |
| 48, | |
| 50, | |
| 0.96 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 77.555 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 168, | |
| 234 | |
| ], | |
| "accuracy": 71.795, | |
| "Docvqa": [ | |
| 8, | |
| 10, | |
| 0.8, | |
| { | |
| "Default": [ | |
| 8, | |
| 10, | |
| 0.8 | |
| ] | |
| } | |
| ], | |
| "Chartqa-human": [ | |
| 8, | |
| 10, | |
| 0.8, | |
| { | |
| "Default": [ | |
| 8, | |
| 10, | |
| 0.8 | |
| ] | |
| } | |
| ], | |
| "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": [ | |
| 28, | |
| 40, | |
| 0.7, | |
| { | |
| "Default": [ | |
| 28, | |
| 40, | |
| 0.7 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 4, | |
| 11, | |
| 0.364, | |
| { | |
| "Default": [ | |
| 4, | |
| 11, | |
| 0.364 | |
| ] | |
| } | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 7, | |
| 11, | |
| 0.636, | |
| { | |
| "Default": [ | |
| 7, | |
| 11, | |
| 0.636 | |
| ] | |
| } | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 11, | |
| 12, | |
| 0.917, | |
| { | |
| "Default": [ | |
| 11, | |
| 12, | |
| 0.917 | |
| ] | |
| } | |
| ], | |
| "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": 71.795 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 81.6, | |
| "By Question": { | |
| "Q1": 87.3, | |
| "Q2": 85.22, | |
| "Q3": 71.67, | |
| "Q4": 89.11, | |
| "Q5": 89.12, | |
| "Q6": 83.13, | |
| "Q7": 80.34, | |
| "Q8": 91.96, | |
| "Q9": 76.62, | |
| "Q10": 78.08, | |
| "Q11": 50.29, | |
| "Q12": 75.27, | |
| "Q13": 70.78, | |
| "Q14": 87.94, | |
| "Q15": 94.25, | |
| "Q16": 75.0, | |
| "Q17": 65.18, | |
| "Q18": 89.88, | |
| "Q19": 90.77 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 83.81, | |
| "Enumeration": 85.39, | |
| "Pattern Recognition": 73.58, | |
| "Counting": 78.88, | |
| "Compositionality": 65.18 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 86.01, | |
| "2-4 Subplots": 81.94, | |
| "5+ Subplots": 73.83 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 82.14, | |
| "Economics": 83.7, | |
| "Electrical Engineering and Systems Science": 85.92, | |
| "Mathematics": 83.7, | |
| "Physics": 76.77, | |
| "Quantitative Biology": 76.19, | |
| "Quantitative Finance": 80.39, | |
| "Statistics": 84.07 | |
| }, | |
| "By Year": { | |
| "2020": 81.98, | |
| "2021": 79.6, | |
| "2022": 83.61, | |
| "2023": 81.35 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 5, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 42.7, | |
| "By Answer Type": { | |
| "Text-in-Chart": 45.45, | |
| "Text-in-General": 43.43, | |
| "Number-in-Chart": 44.4, | |
| "Number-in-General": 35.37 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 50.0, | |
| "GPT-Inspired": 41.67, | |
| "Completely Human": 40.83 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 42.06, | |
| "Economics": 43.48, | |
| "Electrical Engineering and Systems Science": 42.86, | |
| "Mathematics": 40.0, | |
| "Physics": 51.18, | |
| "Quantitative Biology": 42.06, | |
| "Quantitative Finance": 37.93, | |
| "Statistics": 41.59 | |
| }, | |
| "By Year": { | |
| "2020": 40.08, | |
| "2021": 41.38, | |
| "2022": 36.48, | |
| "2023": 52.82 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 45.6, | |
| "2-4 Subplots": 42.33, | |
| "5+ Subplots": 38.56 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 1, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 62.15, | |
| "acc_stderr": 0, | |
| "acc": 62.15 | |
| }, | |
| "MathVision": { | |
| "accuracy": 31.18, | |
| "acc_stderr": 0, | |
| "acc": 31.18 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 63.01, | |
| "domain_score": { | |
| "Art": 62.5, | |
| "Life": 60.17, | |
| "Env.": 79.63, | |
| "Society": 65.95, | |
| "CTC": 58.52, | |
| "Politics": 58.33 | |
| }, | |
| "emotion_score": { | |
| "Negative": 64.91, | |
| "Neutral": 60.15, | |
| "Positive": 64.1 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 63.01 | |
| }, | |
| "Blink": { | |
| "accuracy": 58.97, | |
| "Art Style": 76.07, | |
| "Counting": 65.0, | |
| "Forensic Detection": 58.33, | |
| "Functional Correspondence": 29.23, | |
| "IQ Test": 30.67, | |
| "Jigsaw": 69.33, | |
| "Multi-view Reasoning": 48.87, | |
| "Object Localization": 56.56, | |
| "Relative Depth": 74.19, | |
| "Relative Reflectance": 28.36, | |
| "Semantic Correspondence": 51.8, | |
| "Spatial Relation": 86.01, | |
| "Visual Correspondence": 72.09, | |
| "Visual Similarity": 78.52, | |
| "acc_stderr": 0, | |
| "acc": 58.97 | |
| } | |
| } | |
| } |