| { | |
| "config_general": { | |
| "model_name": "LLaVA-OneVision-0.5B", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "艺术与设计": { | |
| "num": 88, | |
| "correct": 36, | |
| "accuracy": 40.91 | |
| }, | |
| "overall": { | |
| "num": 900, | |
| "correct": 243, | |
| "accuracy": 27.0 | |
| }, | |
| "商业": { | |
| "num": 126, | |
| "correct": 16, | |
| "accuracy": 12.7 | |
| }, | |
| "科学": { | |
| "num": 204, | |
| "correct": 34, | |
| "accuracy": 16.67 | |
| }, | |
| "健康与医学": { | |
| "num": 153, | |
| "correct": 55, | |
| "accuracy": 35.95 | |
| }, | |
| "人文社会科学": { | |
| "num": 85, | |
| "correct": 32, | |
| "accuracy": 37.65 | |
| }, | |
| "技术与工程": { | |
| "num": 244, | |
| "correct": 70, | |
| "accuracy": 28.69 | |
| }, | |
| "accuracy": 27.0, | |
| "acc_stderr": 0, | |
| "acc": 27.0 | |
| }, | |
| "MMMU": { | |
| "accuracy": 33.11, | |
| "subject_score": { | |
| "Accounting": 40.0, | |
| "Agriculture": 26.67, | |
| "Architecture": 20.0, | |
| "Art": 45.0, | |
| "Basic": 36.67, | |
| "Biology": 26.67, | |
| "Chemistry": 23.33, | |
| "Clinical": 23.33, | |
| "Computer": 26.67, | |
| "Design": 53.33, | |
| "Diagnostics": 23.33, | |
| "Economics": 33.33, | |
| "Electronics": 23.33, | |
| "Energy": 30.0, | |
| "Finance": 20.0, | |
| "Geography": 23.33, | |
| "History": 40.0, | |
| "Literature": 66.67, | |
| "Manage": 26.67, | |
| "Marketing": 40.0, | |
| "Materials": 43.33, | |
| "Math": 33.33, | |
| "Mechanical": 40.0, | |
| "Music": 26.67, | |
| "Pharmacy": 30.0, | |
| "Physics": 26.67, | |
| "Psychology": 20.0, | |
| "Public": 36.67, | |
| "Sociology": 43.33 | |
| }, | |
| "difficulty_score": { | |
| "Medium": 35.38, | |
| "Easy": 35.59, | |
| "Hard": 23.76 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 33.11 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 17.28, | |
| "subject_score": { | |
| "Literature": 48.08, | |
| "Agriculture": 10.0, | |
| "History": 19.64, | |
| "Sociology": 18.52, | |
| "Design": 20.0, | |
| "Finance": 6.67, | |
| "Art": 20.75, | |
| "Public_Health": 17.24, | |
| "Accounting": 15.52, | |
| "Energy_and_Power": 18.97, | |
| "Clinical_Medicine": 10.17, | |
| "Architecture_and_Engineering": 15.0, | |
| "Pharmacy": 17.54, | |
| "Physics": 11.67, | |
| "Electronics": 13.33, | |
| "Psychology": 15.0, | |
| "Art_Theory": 16.36, | |
| "Economics": 6.78, | |
| "Manage": 22.0, | |
| "Diagnostics_and_Laboratory_Medicine": 11.67, | |
| "Mechanical_Engineering": 20.34, | |
| "Basic_Medical_Science": 19.23, | |
| "Computer_Science": 26.67, | |
| "Math": 10.0, | |
| "Biology": 18.64, | |
| "Marketing": 16.95, | |
| "Music": 20.0, | |
| "Materials": 8.33, | |
| "Chemistry": 20.0, | |
| "Geography": 30.77 | |
| }, | |
| "difficulty_score": { | |
| "Easy": 18.75, | |
| "Medium": 18.48, | |
| "Hard": 12.97 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 17.28 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 12.08, | |
| "subject_score": { | |
| "Art": 13.21, | |
| "History": 5.36, | |
| "Agriculture": 8.33, | |
| "Finance": 3.33, | |
| "Literature": 11.54, | |
| "Sociology": 12.96, | |
| "Design": 5.0, | |
| "Public_Health": 6.9, | |
| "Clinical_Medicine": 8.47, | |
| "Accounting": 6.9, | |
| "Architecture_and_Engineering": 10.0, | |
| "Pharmacy": 29.82, | |
| "Energy_and_Power": 6.9, | |
| "Psychology": 10.0, | |
| "Physics": 5.0, | |
| "Electronics": 13.33, | |
| "Art_Theory": 9.09, | |
| "Manage": 20.0, | |
| "Mechanical_Engineering": 16.95, | |
| "Economics": 3.39, | |
| "Biology": 11.86, | |
| "Diagnostics_and_Laboratory_Medicine": 11.67, | |
| "Basic_Medical_Science": 15.38, | |
| "Computer_Science": 16.67, | |
| "Math": 13.33, | |
| "Music": 31.67, | |
| "Materials": 13.33, | |
| "Marketing": 8.47, | |
| "Chemistry": 23.33, | |
| "Geography": 11.54 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 12.08 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 0.19, | |
| "reject_number": 1, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 36.7636, | |
| "capability_scores": { | |
| "math": 20.0, | |
| "ocr": 34.66346153846154, | |
| "spat": 31.573604060913706, | |
| "rec": 37.42092457420924, | |
| "know": 34.743589743589745, | |
| "gen": 35.69343065693429, | |
| "seq": 31.636363636363633 | |
| }, | |
| "capability_detail_scores": { | |
| "math_ocr": 13.636363636363635, | |
| "math_ocr_spat": 16.0, | |
| "math_ocr_spat_rec": 20.0, | |
| "spat_rec": 46.78571428571429, | |
| "ocr_spat": 26.923076923076923, | |
| "ocr_spat_rec": 38.33333333333333, | |
| "ocr_know_spat": 50.0, | |
| "ocr_rec": 37.5, | |
| "know_spat_rec": 20.0, | |
| "ocr": 51.87499999999999, | |
| "rec": 50.000000000000014, | |
| "know_rec": 25.384615384615383, | |
| "know_rec_gen": 36.0, | |
| "ocr_know_rec_gen": 44.61538461538462, | |
| "ocr_gen_spat_rec": 28.604651162790702, | |
| "ocr_gen_spat": 45.0, | |
| "ocr_math_spat_gen_seq": 0.0, | |
| "ocr_math_spat_seq_rec": 0.0, | |
| "gen_spat_rec": 31.818181818181817, | |
| "math_ocr_gen_spat": 50.0, | |
| "seq_spat_rec": 18.571428571428573, | |
| "ocr_seq_spat_rec": 30.0, | |
| "know_spat_rec_gen": 16.666666666666664, | |
| "gen_rec": 42.352941176470594, | |
| "ocr_know_spat_rec": 25.0, | |
| "ocr_know_spat_gen_rec": 64.99999999999999, | |
| "gen_rec_know": 36.0, | |
| "math_ocr_rec": 100.0, | |
| "ocr_gen_rec": 34.0, | |
| "ocr_gen_seq_rec": 40.0, | |
| "ocr_gen": 38.46153846153847, | |
| "gen_seq_rec": 25.38461538461539, | |
| "seq_rec": 30.0, | |
| "gen_seq_rec_spat": 47.5, | |
| "know_seq_rec": 0.0, | |
| "know_seq_rec_gen": 30.0, | |
| "gen_seq_spat_rec": 47.5, | |
| "ocr_spat_gen_seq_rec": 40.0, | |
| "ocr_know_gen_seq_rec": 35.0, | |
| "math_know_rec": 50.0, | |
| "ocr_seq_rec": 100.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 36.7636 | |
| }, | |
| "MathVerse": { | |
| "Text Lite": { | |
| "accuracy": 18.15, | |
| "correct": 143, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 19.11, | |
| "correct": 753, | |
| "total": 3940 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 19.04, | |
| "correct": 150, | |
| "total": 788 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 21.95, | |
| "correct": 173, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 19.16, | |
| "correct": 151, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 17.26, | |
| "correct": 136, | |
| "total": 788 | |
| }, | |
| "accuracy": 19.11, | |
| "acc_stderr": 0, | |
| "acc": 19.11 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 819, | |
| 1645 | |
| ], | |
| "accuracy": 49.787, | |
| "Key Information Extraction-Bookshelf": [ | |
| 2, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 20, | |
| 90 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 64, | |
| 189 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 81, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 34, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 27, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 134, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 151, | |
| 200 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 171, | |
| 282 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 34, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 30, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 27, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 44, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 49.787 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 37, | |
| 234 | |
| ], | |
| "accuracy": 15.812, | |
| "Docvqa": [ | |
| 2, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 2, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 1, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 1, | |
| 10 | |
| ], | |
| "Key Information Extraction": [ | |
| 14, | |
| 45 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 9, | |
| 40 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 0, | |
| 12 | |
| ], | |
| "Regular Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "Handwriting_CN": [ | |
| 0, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 8, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 15.812 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 30.27, | |
| "By Question": { | |
| "Q1": 25.41, | |
| "Q2": 55.65, | |
| "Q3": 28.76, | |
| "Q4": 53.7, | |
| "Q5": 48.12, | |
| "Q6": 26.91, | |
| "Q7": 31.2, | |
| "Q8": 13.84, | |
| "Q9": 15.92, | |
| "Q10": 30.82, | |
| "Q11": 19.43, | |
| "Q12": 26.92, | |
| "Q13": 30.59, | |
| "Q14": 72.7, | |
| "Q15": 12.78, | |
| "Q16": 33.33, | |
| "Q17": 5.36, | |
| "Q18": 3.24, | |
| "Q19": 40.0 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 38.55, | |
| "Enumeration": 30.27, | |
| "Pattern Recognition": 11.79, | |
| "Counting": 30.53, | |
| "Compositionality": 5.36 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 32.71, | |
| "2-4 Subplots": 31.35, | |
| "5+ Subplots": 24.58 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 29.56, | |
| "Economics": 31.16, | |
| "Electrical Engineering and Systems Science": 30.04, | |
| "Mathematics": 32.04, | |
| "Physics": 27.56, | |
| "Quantitative Biology": 29.37, | |
| "Quantitative Finance": 28.66, | |
| "Statistics": 33.85 | |
| }, | |
| "By Year": { | |
| "2020": 29.45, | |
| "2021": 28.64, | |
| "2022": 33.5, | |
| "2023": 29.64 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 104, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 15.4, | |
| "By Answer Type": { | |
| "Text-in-Chart": 15.45, | |
| "Text-in-General": 22.22, | |
| "Number-in-Chart": 17.67, | |
| "Number-in-General": 10.04 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 23.37, | |
| "GPT-Inspired": 15.28, | |
| "Completely Human": 13.0 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 17.46, | |
| "Economics": 18.84, | |
| "Electrical Engineering and Systems Science": 15.97, | |
| "Mathematics": 16.3, | |
| "Physics": 17.32, | |
| "Quantitative Biology": 12.7, | |
| "Quantitative Finance": 12.93, | |
| "Statistics": 10.62 | |
| }, | |
| "By Year": { | |
| "2020": 17.81, | |
| "2021": 18.77, | |
| "2022": 11.48, | |
| "2023": 13.31 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 17.62, | |
| "2-4 Subplots": 13.76, | |
| "5+ Subplots": 14.41 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 0, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 22.84, | |
| "acc_stderr": 0, | |
| "acc": 22.84 | |
| }, | |
| "MathVision": { | |
| "accuracy": 13.09, | |
| "acc_stderr": 0, | |
| "acc": 13.09 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 28.5, | |
| "domain_score": { | |
| "CTC": 33.33, | |
| "Art": 32.35, | |
| "Env.": 35.19, | |
| "Life": 22.08, | |
| "Society": 27.57, | |
| "Politics": 33.33 | |
| }, | |
| "emotion_score": { | |
| "Positive": 30.34, | |
| "Negative": 28.68, | |
| "Neutral": 26.69 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 28.5 | |
| }, | |
| "Blink": { | |
| "accuracy": 38.77, | |
| "Art Style": 50.43, | |
| "Counting": 33.33, | |
| "Forensic Detection": 25.0, | |
| "Functional Correspondence": 24.62, | |
| "IQ Test": 22.0, | |
| "Jigsaw": 51.33, | |
| "Multi-view Reasoning": 44.36, | |
| "Object Localization": 59.84, | |
| "Relative Depth": 43.55, | |
| "Relative Reflectance": 29.85, | |
| "Semantic Correspondence": 34.53, | |
| "Spatial Relation": 54.55, | |
| "Visual Correspondence": 26.74, | |
| "Visual Similarity": 48.15, | |
| "acc_stderr": 0, | |
| "acc": 38.77 | |
| } | |
| } | |
| } |