| { | |
| "config_general": { | |
| "model_name": "Mistral-Small-3.1-24B-Instruct-2503", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "艺术与设计": { | |
| "num": 88, | |
| "correct": 54, | |
| "accuracy": 61.36 | |
| }, | |
| "overall": { | |
| "num": 900, | |
| "correct": 391, | |
| "accuracy": 43.44 | |
| }, | |
| "商业": { | |
| "num": 126, | |
| "correct": 40, | |
| "accuracy": 31.75 | |
| }, | |
| "科学": { | |
| "num": 204, | |
| "correct": 77, | |
| "accuracy": 37.75 | |
| }, | |
| "健康与医学": { | |
| "num": 153, | |
| "correct": 71, | |
| "accuracy": 46.41 | |
| }, | |
| "人文社会科学": { | |
| "num": 85, | |
| "correct": 44, | |
| "accuracy": 51.76 | |
| }, | |
| "技术与工程": { | |
| "num": 244, | |
| "correct": 105, | |
| "accuracy": 43.03 | |
| }, | |
| "accuracy": 43.44, | |
| "acc_stderr": 0, | |
| "acc": 43.44 | |
| }, | |
| "MMMU": { | |
| "accuracy": 53.78, | |
| "subject_score": { | |
| "Accounting": 46.67, | |
| "Agriculture": 56.67, | |
| "Architecture": 40.0, | |
| "Art": 73.33, | |
| "Basic": 70.0, | |
| "Biology": 46.67, | |
| "Chemistry": 30.0, | |
| "Clinical": 73.33, | |
| "Computer": 43.33, | |
| "Design": 90.0, | |
| "Diagnostics": 43.33, | |
| "Economics": 56.67, | |
| "Electronics": 30.0, | |
| "Energy": 40.0, | |
| "Finance": 33.33, | |
| "Geography": 63.33, | |
| "History": 66.67, | |
| "Literature": 86.67, | |
| "Manage": 56.67, | |
| "Marketing": 66.67, | |
| "Materials": 33.33, | |
| "Math": 33.33, | |
| "Mechanical": 36.67, | |
| "Music": 30.0, | |
| "Pharmacy": 56.67, | |
| "Physics": 40.0, | |
| "Psychology": 60.0, | |
| "Public": 73.33, | |
| "Sociology": 63.33 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 50.71, | |
| "Easy": 66.44, | |
| "Hard": 40.33 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 53.78 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 38.96, | |
| "subject_score": { | |
| "History": 46.43, | |
| "Art": 60.38, | |
| "Design": 58.33, | |
| "Literature": 69.23, | |
| "Agriculture": 26.67, | |
| "Finance": 28.33, | |
| "Sociology": 59.26, | |
| "Accounting": 27.59, | |
| "Energy_and_Power": 25.86, | |
| "Pharmacy": 52.63, | |
| "Architecture_and_Engineering": 30.0, | |
| "Clinical_Medicine": 40.68, | |
| "Public_Health": 39.66, | |
| "Physics": 21.67, | |
| "Art_Theory": 54.55, | |
| "Electronics": 45.0, | |
| "Psychology": 35.0, | |
| "Biology": 40.68, | |
| "Manage": 36.0, | |
| "Economics": 49.15, | |
| "Mechanical_Engineering": 33.9, | |
| "Diagnostics_and_Laboratory_Medicine": 28.33, | |
| "Basic_Medical_Science": 40.38, | |
| "Computer_Science": 46.67, | |
| "Math": 23.33, | |
| "Music": 26.67, | |
| "Materials": 25.0, | |
| "Marketing": 32.2, | |
| "Chemistry": 31.67, | |
| "Geography": 44.23 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 36.33, | |
| "Easy": 49.05, | |
| "Hard": 30.92 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 38.96 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 40.17, | |
| "subject_score": { | |
| "History": 50.0, | |
| "Art": 49.06, | |
| "Design": 51.67, | |
| "Literature": 67.31, | |
| "Agriculture": 35.0, | |
| "Finance": 56.67, | |
| "Sociology": 44.44, | |
| "Accounting": 50.0, | |
| "Energy_and_Power": 27.59, | |
| "Pharmacy": 54.39, | |
| "Architecture_and_Engineering": 25.0, | |
| "Clinical_Medicine": 35.59, | |
| "Public_Health": 56.9, | |
| "Physics": 25.0, | |
| "Art_Theory": 54.55, | |
| "Electronics": 31.67, | |
| "Psychology": 36.67, | |
| "Biology": 35.59, | |
| "Manage": 34.0, | |
| "Economics": 54.24, | |
| "Mechanical_Engineering": 30.51, | |
| "Diagnostics_and_Laboratory_Medicine": 23.33, | |
| "Basic_Medical_Science": 38.46, | |
| "Computer_Science": 36.67, | |
| "Math": 31.67, | |
| "Music": 31.67, | |
| "Materials": 25.0, | |
| "Marketing": 47.46, | |
| "Chemistry": 38.33, | |
| "Geography": 32.69 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 40.17 | |
| }, | |
| "MmvetV2": { | |
| "accuracy": 63.4623, | |
| "capability_scores": { | |
| "ocr": 72.54807692307695, | |
| "math": 80.0, | |
| "spat": 61.37055837563451, | |
| "rec": 58.93203883495154, | |
| "know": 56.66666666666664, | |
| "gen": 62.1818181818182, | |
| "seq": 59.285714285714306 | |
| }, | |
| "capability_detail_scores": { | |
| "ocr_math": 81.81818181818183, | |
| "math_ocr_spat": 86.0, | |
| "math_ocr_rec_spat": 40.0, | |
| "rec_spat": 51.42857142857144, | |
| "ocr_spat": 83.07692307692308, | |
| "ocr_rec_spat": 37.5, | |
| "know_ocr_spat": 100.0, | |
| "ocr_rec": 62.5, | |
| "know_rec_spat": 25.0, | |
| "ocr": 85.3125, | |
| "rec": 60.67796610169491, | |
| "know_rec": 60.76923076923077, | |
| "know_gen_rec": 56.09999999999997, | |
| "know_gen_ocr_rec": 69.23076923076923, | |
| "gen_ocr_rec_spat": 71.16279069767441, | |
| "gen_ocr_spat": 75.0, | |
| "ocr_spat_seq_math_gen": 100.0, | |
| "ocr_spat_seq_rec_math": 50.0, | |
| "gen_rec_spat": 58.63636363636364, | |
| "math_gen_ocr_spat": 0.0, | |
| "seq_rec_spat": 40.0, | |
| "seq_ocr_rec_spat": 50.0, | |
| "know_gen_rec_spat": 36.66666666666667, | |
| "gen_rec": 66.17647058823529, | |
| "know_ocr_rec_spat": 20.0, | |
| "ocr_know_spat_rec_gen": 80.0, | |
| "ocr_rec_math": 100.0, | |
| "gen_ocr_rec": 92.0, | |
| "seq_gen_ocr_rec": 62.85714285714287, | |
| "gen_ocr": 61.53846153846154, | |
| "seq_gen_rec": 67.14285714285714, | |
| "seq_rec": 54.99999999999999, | |
| "seq_gen_rec_spat": 61.24999999999999, | |
| "know_seq_rec": 100.0, | |
| "gen_seq_rec": 67.14285714285714, | |
| "seq_know_gen_rec": 30.0, | |
| "ocr_spat_seq_rec_gen": 33.33333333333333, | |
| "ocr_know_seq_rec_gen": 90.0, | |
| "know_rec_math": 100.0, | |
| "seq_ocr_rec": 100.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 63.4623 | |
| }, | |
| "MathVerse": { | |
| "reject_info": { | |
| "reject_rate": 0.3, | |
| "reject_number": 12, | |
| "total_question": 3940 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 27.01, | |
| "correct": 212, | |
| "total": 785 | |
| }, | |
| "Total": { | |
| "accuracy": 28.51, | |
| "correct": 1120, | |
| "total": 3928 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 34.95, | |
| "correct": 274, | |
| "total": 784 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 27.13, | |
| "correct": 213, | |
| "total": 785 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 24.62, | |
| "correct": 194, | |
| "total": 788 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 28.88, | |
| "correct": 227, | |
| "total": 786 | |
| }, | |
| "accuracy": 28.51, | |
| "acc_stderr": 0, | |
| "acc": 28.51 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 1253, | |
| 1644 | |
| ], | |
| "accuracy": 76.217, | |
| "Key Information Extraction-Bookshelf": [ | |
| 32, | |
| 51, | |
| 0.627, | |
| { | |
| "Default": [ | |
| 32, | |
| 51, | |
| 0.627 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 60, | |
| 90, | |
| 0.667, | |
| { | |
| "Default": [ | |
| 60, | |
| 90, | |
| 0.667 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 147, | |
| 189, | |
| 0.778, | |
| { | |
| "Default": [ | |
| 147, | |
| 189, | |
| 0.778 | |
| ] | |
| } | |
| ], | |
| "Doc-oriented VQA": [ | |
| 178, | |
| 204, | |
| 0.873, | |
| { | |
| "Default": [ | |
| 178, | |
| 204, | |
| 0.873 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 72, | |
| 119, | |
| 0.605, | |
| { | |
| "Default": [ | |
| 72, | |
| 119, | |
| 0.605 | |
| ] | |
| } | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 1, | |
| 100, | |
| 0.01, | |
| { | |
| "Default": [ | |
| 1, | |
| 100, | |
| 0.01 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 187, | |
| 209, | |
| 0.895, | |
| { | |
| "Default": [ | |
| 187, | |
| 209, | |
| 0.895 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 171, | |
| 200, | |
| 0.855, | |
| { | |
| "Default": [ | |
| 171, | |
| 200, | |
| 0.855 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 242, | |
| 282, | |
| 0.858, | |
| { | |
| "Default": [ | |
| 242, | |
| 282, | |
| 0.858 | |
| ] | |
| } | |
| ], | |
| "Artistic Text Recognition": [ | |
| 36, | |
| 50, | |
| 0.72, | |
| { | |
| "Default": [ | |
| 36, | |
| 50, | |
| 0.72 | |
| ] | |
| } | |
| ], | |
| "Irregular Text Recognition": [ | |
| 41, | |
| 50, | |
| 0.82, | |
| { | |
| "Default": [ | |
| 41, | |
| 50, | |
| 0.82 | |
| ] | |
| } | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 39, | |
| 50, | |
| 0.78, | |
| { | |
| "Default": [ | |
| 39, | |
| 50, | |
| 0.78 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 47, | |
| 50, | |
| 0.94, | |
| { | |
| "Default": [ | |
| 47, | |
| 50, | |
| 0.94 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 76.217 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 113, | |
| 234 | |
| ], | |
| "accuracy": 48.291, | |
| "Docvqa": [ | |
| 6, | |
| 10, | |
| 0.6, | |
| { | |
| "Default": [ | |
| 6, | |
| 10, | |
| 0.6 | |
| ] | |
| } | |
| ], | |
| "Chartqa-human": [ | |
| 4, | |
| 10, | |
| 0.4, | |
| { | |
| "Default": [ | |
| 4, | |
| 10, | |
| 0.4 | |
| ] | |
| } | |
| ], | |
| "Chartqa-au": [ | |
| 8, | |
| 10, | |
| 0.8, | |
| { | |
| "Default": [ | |
| 8, | |
| 10, | |
| 0.8 | |
| ] | |
| } | |
| ], | |
| "infographic": [ | |
| 6, | |
| 10, | |
| 0.6, | |
| { | |
| "Default": [ | |
| 6, | |
| 10, | |
| 0.6 | |
| ] | |
| } | |
| ], | |
| "Key Information Extraction": [ | |
| 30, | |
| 45, | |
| 0.667, | |
| { | |
| "Default": [ | |
| 30, | |
| 45, | |
| 0.667 | |
| ] | |
| } | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 23, | |
| 40, | |
| 0.575, | |
| { | |
| "Default": [ | |
| 23, | |
| 40, | |
| 0.575 | |
| ] | |
| } | |
| ], | |
| "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": [ | |
| 2, | |
| 12, | |
| 0.167, | |
| { | |
| "Default": [ | |
| 2, | |
| 12, | |
| 0.167 | |
| ] | |
| } | |
| ], | |
| "Regular Text Recognition": [ | |
| 6, | |
| 11, | |
| 0.545, | |
| { | |
| "Default": [ | |
| 6, | |
| 11, | |
| 0.545 | |
| ] | |
| } | |
| ], | |
| "Handwriting_CN": [ | |
| 6, | |
| 20, | |
| 0.3, | |
| { | |
| "Default": [ | |
| 6, | |
| 20, | |
| 0.3 | |
| ] | |
| } | |
| ], | |
| "Chinese Unlimited": [ | |
| 16, | |
| 44, | |
| 0.364, | |
| { | |
| "Default": [ | |
| 16, | |
| 44, | |
| 0.364 | |
| ] | |
| } | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 48.291 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 81.97, | |
| "By Question": { | |
| "Q1": 83.61, | |
| "Q2": 87.83, | |
| "Q3": 78.54, | |
| "Q4": 88.33, | |
| "Q5": 90.79, | |
| "Q6": 80.72, | |
| "Q7": 84.19, | |
| "Q8": 87.95, | |
| "Q9": 84.58, | |
| "Q10": 75.34, | |
| "Q11": 57.71, | |
| "Q12": 74.73, | |
| "Q13": 70.32, | |
| "Q14": 84.75, | |
| "Q15": 90.73, | |
| "Q16": 75.0, | |
| "Q17": 63.84, | |
| "Q18": 91.5, | |
| "Q19": 93.85 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 84.88, | |
| "Enumeration": 84.26, | |
| "Pattern Recognition": 77.29, | |
| "Counting": 78.12, | |
| "Compositionality": 63.84 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 86.01, | |
| "2-4 Subplots": 83.53, | |
| "5+ Subplots": 72.88 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 81.55, | |
| "Economics": 82.07, | |
| "Electrical Engineering and Systems Science": 88.03, | |
| "Mathematics": 82.22, | |
| "Physics": 78.15, | |
| "Quantitative Biology": 76.98, | |
| "Quantitative Finance": 80.82, | |
| "Statistics": 86.73 | |
| }, | |
| "By Year": { | |
| "2020": 81.07, | |
| "2021": 81.13, | |
| "2022": 84.22, | |
| "2023": 81.55 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 47.9, | |
| "By Answer Type": { | |
| "Text-in-Chart": 54.77, | |
| "Text-in-General": 54.55, | |
| "Number-in-Chart": 43.1, | |
| "Number-in-General": 36.68 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 57.61, | |
| "GPT-Inspired": 47.22, | |
| "Completely Human": 45.17 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 48.41, | |
| "Economics": 48.55, | |
| "Electrical Engineering and Systems Science": 48.74, | |
| "Mathematics": 52.59, | |
| "Physics": 51.97, | |
| "Quantitative Biology": 43.65, | |
| "Quantitative Finance": 44.83, | |
| "Statistics": 43.36 | |
| }, | |
| "By Year": { | |
| "2020": 44.13, | |
| "2021": 47.89, | |
| "2022": 44.26, | |
| "2023": 55.24 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 49.22, | |
| "2-4 Subplots": 44.71, | |
| "5+ Subplots": 50.85 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 0, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 64.94, | |
| "acc_stderr": 0, | |
| "acc": 64.94 | |
| }, | |
| "MathVision": { | |
| "accuracy": 33.75, | |
| "acc_stderr": 0, | |
| "acc": 33.75 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 52.42, | |
| "domain_score": { | |
| "Life": 49.35, | |
| "Art": 50.0, | |
| "CTC": 55.56, | |
| "Society": 56.76, | |
| "Env.": 48.15, | |
| "Politics": 54.17 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 55.64, | |
| "Negative": 52.45, | |
| "Positive": 48.72 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 52.42 | |
| }, | |
| "Blink": { | |
| "accuracy": 55.23, | |
| "Art Style": 58.97, | |
| "Counting": 70.83, | |
| "Forensic Detection": 53.03, | |
| "Functional Correspondence": 31.54, | |
| "IQ Test": 24.67, | |
| "Jigsaw": 63.33, | |
| "Multi-view Reasoning": 56.39, | |
| "Object Localization": 50.82, | |
| "Relative Depth": 71.77, | |
| "Relative Reflectance": 27.61, | |
| "Semantic Correspondence": 44.6, | |
| "Spatial Relation": 76.92, | |
| "Visual Correspondence": 68.02, | |
| "Visual Similarity": 74.81, | |
| "acc_stderr": 0, | |
| "acc": 55.23 | |
| } | |
| } | |
| } |