| { | |
| "config_general": { | |
| "model_name": "Qwen2-VL-2B-Instruct", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "accuracy": 33.89, | |
| "acc_stderr": 0, | |
| "acc": 33.89 | |
| }, | |
| "MMMU": { | |
| "accuracy": 41.44, | |
| "acc_stderr": 0, | |
| "acc": 41.44 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 26.82, | |
| "acc_stderr": 0, | |
| "acc": 26.82 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 16.47, | |
| "subject_score": { | |
| "Sociology": 22.22, | |
| "History": 16.07, | |
| "Agriculture": 15.0, | |
| "Design": 26.67, | |
| "Energy_and_Power": 3.45, | |
| "Finance": 8.33, | |
| "Literature": 51.92, | |
| "Pharmacy": 24.56, | |
| "Accounting": 10.34, | |
| "Architecture_and_Engineering": 8.33, | |
| "Clinical_Medicine": 11.86, | |
| "Art": 24.53, | |
| "Art_Theory": 21.82, | |
| "Public_Health": 6.9, | |
| "Electronics": 13.33, | |
| "Physics": 13.33, | |
| "Psychology": 13.33, | |
| "Manage": 26.0, | |
| "Biology": 22.03, | |
| "Mechanical_Engineering": 16.95, | |
| "Economics": 11.86, | |
| "Basic_Medical_Science": 15.38, | |
| "Computer_Science": 25.0, | |
| "Diagnostics_and_Laboratory_Medicine": 15.0, | |
| "Math": 10.0, | |
| "Materials": 16.67, | |
| "Music": 11.67, | |
| "Marketing": 10.17, | |
| "Chemistry": 16.67, | |
| "Geography": 11.54 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 16.47 | |
| }, | |
| "MmvetV2": { | |
| "accuracy": 45.2998, | |
| "capability_scores": { | |
| "ocr": 47.5, | |
| "math": 30.58823529411765, | |
| "spat": 41.065989847715734, | |
| "rec": 43.05825242718446, | |
| "know": 44.29487179487178, | |
| "gen": 41.34545454545452, | |
| "seq": 34.82142857142858 | |
| }, | |
| "capability_detail_scores": { | |
| "ocr_math": 31.818181818181817, | |
| "ocr_math_spat": 33.33333333333333, | |
| "ocr_math_spat_rec": 25.0, | |
| "spat_rec": 56.07142857142857, | |
| "ocr_spat": 55.769230769230774, | |
| "ocr_spat_rec": 21.666666666666668, | |
| "ocr_know_spat": 75.0, | |
| "ocr_rec": 65.0, | |
| "know_spat_rec": 18.0, | |
| "ocr": 70.93750000000001, | |
| "rec": 55.08474576271186, | |
| "know_rec": 41.53846153846154, | |
| "gen_know_rec": 45.099999999999994, | |
| "ocr_gen_know_rec": 43.84615384615385, | |
| "ocr_gen_spat_rec": 38.372093023255815, | |
| "ocr_spat_gen": 60.0, | |
| "math_gen_seq_ocr_spat": 0.0, | |
| "math_rec_seq_ocr_spat": 0.0, | |
| "gen_spat_rec": 30.909090909090903, | |
| "ocr_math_spat_gen": 40.0, | |
| "seq_spat_rec": 40.0, | |
| "seq_ocr_spat_rec": 33.33333333333333, | |
| "gen_know_spat_rec": 20.0, | |
| "gen_rec": 42.94117647058823, | |
| "ocr_know_spat_rec": 87.5, | |
| "gen_know_ocr_rec": 43.84615384615385, | |
| "gen_rec_spat_ocr_know": 65.0, | |
| "ocr_math_rec": 100.0, | |
| "ocr_gen_rec": 34.0, | |
| "seq_ocr_gen_rec": 52.85714285714285, | |
| "ocr_gen": 50.0, | |
| "seq_gen_rec": 22.857142857142858, | |
| "seq_rec": 40.0, | |
| "seq_gen_spat_rec": 42.5, | |
| "seq_know_rec": 0.0, | |
| "seq_gen_know_rec": 55.00000000000001, | |
| "gen_rec_seq_ocr_spat": 10.0, | |
| "gen_rec_seq_ocr_know": 80.0, | |
| "math_know_rec": 0.0, | |
| "seq_ocr_rec": 0.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 45.2998 | |
| }, | |
| "MathVerse": { | |
| "Text Lite": { | |
| "accuracy": 21.32, | |
| "correct": 168, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 20.94, | |
| "correct": 825, | |
| "total": 3940 | |
| }, | |
| "Text Dominant": { | |
| "accuracy": 23.73, | |
| "correct": 187, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 20.56, | |
| "correct": 162, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 18.78, | |
| "correct": 148, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 20.3, | |
| "correct": 160, | |
| "total": 788 | |
| }, | |
| "accuracy": 20.94, | |
| "acc_stderr": 0, | |
| "acc": 20.94 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 1123, | |
| 1645 | |
| ], | |
| "accuracy": 68.267, | |
| "Key Information Extraction-Bookshelf": [ | |
| 23, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 27, | |
| 90 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 111, | |
| 189 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 128, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 47, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 28, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 190, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 166, | |
| 200 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 229, | |
| 282 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 43, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 47, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 38, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 46, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 68.267 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 143, | |
| 234 | |
| ], | |
| "accuracy": 61.111, | |
| "Docvqa": [ | |
| 8, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 5, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 6, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 4, | |
| 10 | |
| ], | |
| "Key Information Extraction": [ | |
| 33, | |
| 45 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 27, | |
| 40 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 6, | |
| 11 | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 8, | |
| 11 | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 10, | |
| 12 | |
| ], | |
| "Regular Text Recognition": [ | |
| 11, | |
| 11 | |
| ], | |
| "Handwriting_CN": [ | |
| 12, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 13, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 61.111 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 45.25, | |
| "By Question": { | |
| "Q1": 66.8, | |
| "Q2": 54.78, | |
| "Q3": 49.79, | |
| "Q4": 65.37, | |
| "Q5": 55.23, | |
| "Q6": 38.55, | |
| "Q7": 22.22, | |
| "Q8": 43.3, | |
| "Q9": 29.35, | |
| "Q10": 32.88, | |
| "Q11": 24.57, | |
| "Q12": 31.87, | |
| "Q13": 45.66, | |
| "Q14": 73.76, | |
| "Q15": 50.8, | |
| "Q16": 38.89, | |
| "Q17": 6.25, | |
| "Q18": 44.13, | |
| "Q19": 73.85 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 50.59, | |
| "Enumeration": 50.28, | |
| "Pattern Recognition": 36.24, | |
| "Counting": 39.19, | |
| "Compositionality": 6.25 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 52.91, | |
| "2-4 Subplots": 42.66, | |
| "5+ Subplots": 36.86 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 41.67, | |
| "Economics": 44.2, | |
| "Electrical Engineering and Systems Science": 50.84, | |
| "Mathematics": 48.52, | |
| "Physics": 45.47, | |
| "Quantitative Biology": 38.69, | |
| "Quantitative Finance": 47.63, | |
| "Statistics": 45.35 | |
| }, | |
| "By Year": { | |
| "2020": 46.15, | |
| "2021": 43.58, | |
| "2022": 46.93, | |
| "2023": 44.46 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 23.9, | |
| "By Answer Type": { | |
| "Text-in-Chart": 24.77, | |
| "Text-in-General": 28.28, | |
| "Number-in-Chart": 25.0, | |
| "Number-in-General": 19.21 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 27.17, | |
| "GPT-Inspired": 19.44, | |
| "Completely Human": 24.5 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 28.57, | |
| "Economics": 17.39, | |
| "Electrical Engineering and Systems Science": 27.73, | |
| "Mathematics": 25.19, | |
| "Physics": 24.41, | |
| "Quantitative Biology": 20.63, | |
| "Quantitative Finance": 22.41, | |
| "Statistics": 25.66 | |
| }, | |
| "By Year": { | |
| "2020": 24.7, | |
| "2021": 24.14, | |
| "2022": 26.23, | |
| "2023": 20.56 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 25.65, | |
| "2-4 Subplots": 25.93, | |
| "5+ Subplots": 17.8 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 1, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 34.58, | |
| "acc_stderr": 0, | |
| "acc": 34.58 | |
| }, | |
| "MathVision": { | |
| "accuracy": 14.11, | |
| "acc_stderr": 0, | |
| "acc": 14.11 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 39.48, | |
| "domain_score": { | |
| "Art": 42.65, | |
| "Env.": 50.0, | |
| "CTC": 46.67, | |
| "Society": 40.0, | |
| "Life": 31.17, | |
| "Politics": 33.33 | |
| }, | |
| "emotion_score": { | |
| "Negative": 38.49, | |
| "Positive": 39.74, | |
| "Neutral": 40.23 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 39.48 | |
| }, | |
| "Blink": { | |
| "accuracy": 40.45, | |
| "Art Style": 47.01, | |
| "Counting": 55.83, | |
| "Forensic Detection": 21.21, | |
| "Functional Correspondence": 32.31, | |
| "IQ Test": 16.0, | |
| "Jigsaw": 52.67, | |
| "Multi-view Reasoning": 33.08, | |
| "Object Localization": 50.0, | |
| "Relative Depth": 55.65, | |
| "Relative Reflectance": 31.34, | |
| "Semantic Correspondence": 24.46, | |
| "Spatial Relation": 69.93, | |
| "Visual Correspondence": 28.49, | |
| "Visual Similarity": 55.56, | |
| "acc_stderr": 0, | |
| "acc": 40.45 | |
| } | |
| } | |
| } |