| { | |
| "config_general": { | |
| "model_name": "Llama-3.2-11B-Vision-Instruct", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
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| "accuracy": 28.89, | |
| "acc_stderr": 0, | |
| "acc": 28.89 | |
| }, | |
| "MMMU": { | |
| "accuracy": 38.33, | |
| "acc_stderr": 0, | |
| "acc": 38.33 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 26.53, | |
| "acc_stderr": 0, | |
| "acc": 26.53 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 12.6, | |
| "subject_score": { | |
| "History": 8.93, | |
| "Art": 1.89, | |
| "Design": 3.33, | |
| "Literature": 1.92, | |
| "Agriculture": 18.33, | |
| "Finance": 10.0, | |
| "Sociology": 9.26, | |
| "Accounting": 17.24, | |
| "Energy_and_Power": 12.07, | |
| "Pharmacy": 33.33, | |
| "Architecture_and_Engineering": 11.67, | |
| "Clinical_Medicine": 3.39, | |
| "Public_Health": 12.07, | |
| "Physics": 16.67, | |
| "Art_Theory": 7.27, | |
| "Electronics": 11.67, | |
| "Psychology": 13.33, | |
| "Biology": 11.86, | |
| "Manage": 22.0, | |
| "Economics": 10.17, | |
| "Mechanical_Engineering": 16.95, | |
| "Diagnostics_and_Laboratory_Medicine": 13.33, | |
| "Basic_Medical_Science": 9.62, | |
| "Computer_Science": 16.67, | |
| "Math": 6.67, | |
| "Music": 13.33, | |
| "Materials": 11.67, | |
| "Marketing": 10.17, | |
| "Chemistry": 25.0, | |
| "Geography": 17.31 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 12.6 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 54.35, | |
| "reject_number": 281, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 41.9068, | |
| "capability_scores": { | |
| "ocr": 54.27184466019417, | |
| "math": 44.00000000000001, | |
| "spat": 56.62921348314607, | |
| "rec": 34.47852760736196, | |
| "know": 29.047619047619044, | |
| "gen": 31.79775280898876, | |
| "seq": 25.0 | |
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| "capability_detail_scores": { | |
| "ocr_math": 36.36363636363637, | |
| "ocr_math_spat": 56.42857142857143, | |
| "ocr_math_rec_spat": 25.0, | |
| "rec_spat": 54.666666666666664, | |
| "ocr_spat": 77.6923076923077, | |
| "ocr_rec_spat": 28.57142857142857, | |
| "ocr_spat_know": 100.0, | |
| "ocr_rec": 45.0, | |
| "rec_spat_know": 0.0, | |
| "ocr": 36.0, | |
| "rec": 41.842105263157904, | |
| "rec_know": 18.88888888888889, | |
| "gen_rec_know": 25.967741935483872, | |
| "ocr_gen_rec_know": 45.0, | |
| "ocr_gen_rec_spat": 66.25, | |
| "ocr_gen_spat": 70.0, | |
| "math_gen_spat_ocr_seq": 50.0, | |
| "math_spat_rec_ocr_seq": 0.0, | |
| "gen_rec_spat": 15.714285714285717, | |
| "ocr_math_gen_spat": 30.0, | |
| "seq_rec_spat": 0, | |
| "ocr_seq_rec_spat": 0, | |
| "gen_rec_spat_know": 0, | |
| "gen_rec": 0, | |
| "ocr_rec_spat_know": 0, | |
| "gen_spat_rec_ocr_know": 0, | |
| "ocr_math_rec": 0, | |
| "ocr_gen_rec": 0, | |
| "ocr_seq_gen_rec": 0, | |
| "ocr_gen": 0, | |
| "seq_gen_rec": 0, | |
| "seq_rec": 0, | |
| "seq_gen_rec_spat": 0, | |
| "seq_rec_know": 0, | |
| "seq_gen_rec_know": 0, | |
| "gen_spat_rec_ocr_seq": 0, | |
| "gen_rec_ocr_seq_know": 0, | |
| "math_rec_know": 0, | |
| "ocr_seq_rec": 0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 41.9068 | |
| }, | |
| "MathVerse": { | |
| "Text Dominant": { | |
| "accuracy": 38.58, | |
| "correct": 304, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 27.08, | |
| "correct": 1067, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 26.78, | |
| "correct": 211, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 26.9, | |
| "correct": 212, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 22.97, | |
| "correct": 181, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 20.18, | |
| "correct": 159, | |
| "total": 788 | |
| }, | |
| "accuracy": 27.08, | |
| "acc_stderr": 0, | |
| "acc": 27.08 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 433, | |
| 1645 | |
| ], | |
| "accuracy": 26.322, | |
| "Key Information Extraction-Bookshelf": [ | |
| 15, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 3, | |
| 90 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 95, | |
| 189 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 71, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 14, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 1, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 57, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 61, | |
| 200 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 24, | |
| 282 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 29, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 33, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 4, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 26, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 26.322 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 3, | |
| 234 | |
| ], | |
| "accuracy": 1.282, | |
| "Docvqa": [ | |
| 0, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 0, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 0, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 0, | |
| 10 | |
| ], | |
| "Key Information Extraction": [ | |
| 0, | |
| 45 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 0, | |
| 40 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 0, | |
| 12 | |
| ], | |
| "Regular Text Recognition": [ | |
| 0, | |
| 11 | |
| ], | |
| "Handwriting_CN": [ | |
| 1, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 2, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 1.282 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 52.58, | |
| "By Question": { | |
| "Q1": 38.93, | |
| "Q2": 75.22, | |
| "Q3": 64.81, | |
| "Q4": 78.99, | |
| "Q5": 75.73, | |
| "Q6": 67.07, | |
| "Q7": 65.81, | |
| "Q8": 53.57, | |
| "Q9": 59.7, | |
| "Q10": 65.07, | |
| "Q11": 31.43, | |
| "Q12": 65.38, | |
| "Q13": 51.6, | |
| "Q14": 22.34, | |
| "Q15": 16.29, | |
| "Q16": 55.56, | |
| "Q17": 11.16, | |
| "Q18": 60.32, | |
| "Q19": 75.38 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 66.67, | |
| "Enumeration": 37.69, | |
| "Pattern Recognition": 48.91, | |
| "Counting": 66.92, | |
| "Compositionality": 11.16 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 59.65, | |
| "2-4 Subplots": 50.99, | |
| "5+ Subplots": 43.54 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 50.0, | |
| "Economics": 53.8, | |
| "Electrical Engineering and Systems Science": 56.09, | |
| "Mathematics": 53.7, | |
| "Physics": 47.83, | |
| "Quantitative Biology": 48.81, | |
| "Quantitative Finance": 55.39, | |
| "Statistics": 55.53 | |
| }, | |
| "By Year": { | |
| "2020": 53.04, | |
| "2021": 51.82, | |
| "2022": 53.59, | |
| "2023": 51.92 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 27.7, | |
| "By Answer Type": { | |
| "Text-in-Chart": 30.68, | |
| "Text-in-General": 33.33, | |
| "Number-in-Chart": 26.72, | |
| "Number-in-General": 20.52 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 33.7, | |
| "GPT-Inspired": 26.39, | |
| "Completely Human": 26.33 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 25.4, | |
| "Economics": 26.81, | |
| "Electrical Engineering and Systems Science": 27.73, | |
| "Mathematics": 35.56, | |
| "Physics": 32.28, | |
| "Quantitative Biology": 23.02, | |
| "Quantitative Finance": 24.14, | |
| "Statistics": 25.66 | |
| }, | |
| "By Year": { | |
| "2020": 25.1, | |
| "2021": 30.27, | |
| "2022": 29.1, | |
| "2023": 26.21 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 25.39, | |
| "2-4 Subplots": 31.22, | |
| "5+ Subplots": 25.85 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 18, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 40.14, | |
| "acc_stderr": 0, | |
| "acc": 40.14 | |
| }, | |
| "MathVision": { | |
| "accuracy": 15.72, | |
| "acc_stderr": 0, | |
| "acc": 15.72 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 1.44, | |
| "domain_score": { | |
| "Life": 1.3, | |
| "Art": 0.74, | |
| "CTC": 1.48, | |
| "Society": 0.54, | |
| "Env.": 7.41, | |
| "Politics": 0.0 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 1.88, | |
| "Negative": 1.13, | |
| "Positive": 1.28 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 1.44 | |
| }, | |
| "Blink": { | |
| "accuracy": 28.2, | |
| "Art Style": 46.15, | |
| "Counting": 44.17, | |
| "Forensic Detection": 15.91, | |
| "Functional Correspondence": 17.69, | |
| "IQ Test": 4.0, | |
| "Jigsaw": 24.0, | |
| "Multi-view Reasoning": 44.36, | |
| "Object Localization": 59.84, | |
| "Relative Depth": 37.9, | |
| "Relative Reflectance": 17.16, | |
| "Semantic Correspondence": 8.63, | |
| "Spatial Relation": 37.06, | |
| "Visual Correspondence": 13.95, | |
| "Visual Similarity": 38.52, | |
| "acc_stderr": 0, | |
| "acc": 28.2 | |
| } | |
| } | |
| } |