| { | |
| "config_general": { | |
| "model_name": "LLaVA-OneVision-7B", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "accuracy": 37.11, | |
| "acc_stderr": 0, | |
| "acc": 37.11 | |
| }, | |
| "MMMU": { | |
| "accuracy": 45.33, | |
| "acc_stderr": 0, | |
| "acc": 45.33 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 28.67, | |
| "acc_stderr": 0, | |
| "acc": 28.67 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 11.39, | |
| "subject_score": { | |
| "Literature": 17.31, | |
| "Sociology": 9.26, | |
| "History": 10.71, | |
| "Finance": 15.0, | |
| "Art": 11.32, | |
| "Design": 8.33, | |
| "Agriculture": 8.33, | |
| "Clinical_Medicine": 13.56, | |
| "Accounting": 8.62, | |
| "Energy_and_Power": 13.79, | |
| "Architecture_and_Engineering": 5.0, | |
| "Electronics": 6.67, | |
| "Art_Theory": 9.09, | |
| "Physics": 13.33, | |
| "Public_Health": 5.17, | |
| "Manage": 22.0, | |
| "Biology": 13.56, | |
| "Psychology": 16.67, | |
| "Economics": 16.95, | |
| "Diagnostics_and_Laboratory_Medicine": 8.33, | |
| "Mechanical_Engineering": 5.08, | |
| "Basic_Medical_Science": 7.69, | |
| "Computer_Science": 11.67, | |
| "Math": 8.33, | |
| "Pharmacy": 15.79, | |
| "Music": 16.67, | |
| "Materials": 5.0, | |
| "Marketing": 15.25, | |
| "Chemistry": 8.33, | |
| "Geography": 17.31 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 11.39 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 0.19, | |
| "reject_number": 1, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 44.9806, | |
| "capability_scores": { | |
| "math": 42.94117647058823, | |
| "ocr": 43.07692307692308, | |
| "spat": 39.441624365482234, | |
| "rec": 44.014598540146, | |
| "know": 42.43589743589742, | |
| "gen": 42.51824817518247, | |
| "seq": 30.545454545454554 | |
| }, | |
| "capability_detail_scores": { | |
| "math_ocr": 66.36363636363636, | |
| "spat_math_ocr": 36.0, | |
| "rec_spat_math_ocr": 0.0, | |
| "rec_spat": 51.42857142857142, | |
| "spat_ocr": 43.84615384615384, | |
| "rec_spat_ocr": 12.5, | |
| "know_spat_ocr": 87.5, | |
| "rec_ocr": 67.5, | |
| "rec_know_spat": 30.0, | |
| "ocr": 56.56250000000001, | |
| "rec": 60.84745762711864, | |
| "rec_know": 34.61538461538461, | |
| "rec_know_gen": 43.299999999999976, | |
| "rec_know_gen_ocr": 54.61538461538461, | |
| "rec_gen_spat_ocr": 45.813953488372086, | |
| "gen_spat_ocr": 55.00000000000001, | |
| "gen_spat_seq_math_ocr": 0.0, | |
| "spat_rec_seq_math_ocr": 50.0, | |
| "rec_gen_spat": 33.18181818181819, | |
| "gen_spat_math_ocr": 40.0, | |
| "rec_seq_spat": 40.0, | |
| "rec_seq_spat_ocr": 13.333333333333334, | |
| "rec_know_gen_spat": 23.333333333333332, | |
| "rec_gen": 54.70588235294118, | |
| "rec_know_spat_ocr": 17.5, | |
| "gen_know_spat_rec_ocr": 50.0, | |
| "rec_math_ocr": 0.0, | |
| "rec_gen_ocr": 54.0, | |
| "rec_seq_gen_ocr": 18.571428571428573, | |
| "gen_ocr": 30.76923076923077, | |
| "rec_seq_gen": 30.76923076923077, | |
| "rec_seq": 41.66666666666667, | |
| "rec_seq_gen_spat": 43.75, | |
| "rec_seq_know": 0.0, | |
| "rec_seq_know_gen": 50.0, | |
| "gen_spat_rec_seq_ocr": 13.333333333333334, | |
| "gen_know_rec_seq_ocr": 20.0, | |
| "rec_know_math": 50.0, | |
| "rec_seq_ocr": 0.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 44.9806 | |
| }, | |
| "MathVerse": { | |
| "Vision Intensive": { | |
| "accuracy": 30.46, | |
| "correct": 240, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 27.84, | |
| "correct": 1097, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 31.98, | |
| "correct": 252, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 25.51, | |
| "correct": 201, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 13.96, | |
| "correct": 110, | |
| "total": 788 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 37.31, | |
| "correct": 294, | |
| "total": 788 | |
| }, | |
| "accuracy": 27.84, | |
| "acc_stderr": 0, | |
| "acc": 27.84 | |
| }, | |
| "Ocrlite": { | |
| "reject_info": { | |
| "reject_rate": 0.06, | |
| "reject_number": 1, | |
| "total_question": 1645 | |
| }, | |
| "final_score": [ | |
| 1042, | |
| 1644 | |
| ], | |
| "accuracy": 63.382, | |
| "Key Information Extraction-Bookshelf": [ | |
| 13, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 39, | |
| 89 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 124, | |
| 189 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 118, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 43, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 19, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 166, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 162, | |
| 200 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 218, | |
| 282 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 36, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 38, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 20, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 46, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 63.382 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 42, | |
| 234 | |
| ], | |
| "accuracy": 17.949, | |
| "Docvqa": [ | |
| 1, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 2, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 1, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 3, | |
| 10 | |
| ], | |
| "Key Information Extraction": [ | |
| 11, | |
| 45 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 10, | |
| 40 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 1, | |
| 11 | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 0, | |
| 12 | |
| ], | |
| "Regular Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "Handwriting_CN": [ | |
| 2, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 11, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 17.949 | |
| }, | |
| "CharXiv": { | |
| "reject_info": { | |
| "reject_rate": 0.02, | |
| "reject_number": 1, | |
| "total_question": 5000 | |
| }, | |
| "descriptive": { | |
| "Overall Score": 39.08, | |
| "By Question": { | |
| "Q1": 34.43, | |
| "Q2": 35.65, | |
| "Q3": 24.03, | |
| "Q4": 57.2, | |
| "Q5": 63.6, | |
| "Q6": 41.37, | |
| "Q7": 50.85, | |
| "Q8": 54.46, | |
| "Q9": 50.25, | |
| "Q10": 30.14, | |
| "Q11": 42.29, | |
| "Q12": 29.67, | |
| "Q13": 27.06, | |
| "Q14": 27.3, | |
| "Q15": 21.41, | |
| "Q16": 63.89, | |
| "Q17": 7.59, | |
| "Q18": 53.85, | |
| "Q19": 75.38 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 44.07, | |
| "Enumeration": 34.41, | |
| "Pattern Recognition": 50.22, | |
| "Counting": 37.4, | |
| "Compositionality": 7.59 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 46.05, | |
| "2-4 Subplots": 37.37, | |
| "5+ Subplots": 30.43 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 38.69, | |
| "Economics": 39.86, | |
| "Electrical Engineering and Systems Science": 43.07, | |
| "Mathematics": 44.44, | |
| "Physics": 36.61, | |
| "Quantitative Biology": 34.19, | |
| "Quantitative Finance": 37.93, | |
| "Statistics": 37.39 | |
| }, | |
| "By Year": { | |
| "2020": 41.34, | |
| "2021": 38.31, | |
| "2022": 38.42, | |
| "2023": 38.31 | |
| }, | |
| "N_valid": 3999, | |
| "N_invalid": 50, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 20.0, | |
| "By Answer Type": { | |
| "Text-in-Chart": 18.18, | |
| "Text-in-General": 34.34, | |
| "Number-in-Chart": 24.57, | |
| "Number-in-General": 12.66 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 17.39, | |
| "GPT-Inspired": 19.44, | |
| "Completely Human": 21.0 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 16.67, | |
| "Economics": 19.57, | |
| "Electrical Engineering and Systems Science": 21.85, | |
| "Mathematics": 22.22, | |
| "Physics": 23.62, | |
| "Quantitative Biology": 18.25, | |
| "Quantitative Finance": 14.66, | |
| "Statistics": 23.01 | |
| }, | |
| "By Year": { | |
| "2020": 20.65, | |
| "2021": 25.67, | |
| "2022": 12.3, | |
| "2023": 20.97 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 20.47, | |
| "2-4 Subplots": 19.84, | |
| "5+ Subplots": 19.49 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 1, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 29.54, | |
| "acc_stderr": 0, | |
| "acc": 29.54 | |
| }, | |
| "MathVision": { | |
| "accuracy": 16.68, | |
| "acc_stderr": 0, | |
| "acc": 16.68 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 42.88, | |
| "domain_score": { | |
| "CTC": 42.22, | |
| "Society": 49.19, | |
| "Art": 43.38, | |
| "Life": 34.2, | |
| "Env.": 53.7, | |
| "Politics": 54.17 | |
| }, | |
| "emotion_score": { | |
| "Positive": 37.18, | |
| "Negative": 46.04, | |
| "Neutral": 44.74 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 42.88 | |
| }, | |
| "Blink": { | |
| "accuracy": 49.03, | |
| "Art Style": 58.12, | |
| "Counting": 65.83, | |
| "Forensic Detection": 25.0, | |
| "Functional Correspondence": 33.08, | |
| "IQ Test": 26.67, | |
| "Jigsaw": 51.33, | |
| "Multi-view Reasoning": 50.38, | |
| "Object Localization": 56.56, | |
| "Relative Depth": 75.81, | |
| "Relative Reflectance": 23.88, | |
| "Semantic Correspondence": 32.37, | |
| "Spatial Relation": 79.72, | |
| "Visual Correspondence": 38.37, | |
| "Visual Similarity": 77.78, | |
| "acc_stderr": 0, | |
| "acc": 49.03 | |
| } | |
| } | |
| } |