| { | |
| "config_general": { | |
| "model_name": "Molmo-7B-D", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "accuracy": 39.78, | |
| "acc_stderr": 0, | |
| "acc": 39.78 | |
| }, | |
| "MMMU": { | |
| "accuracy": 43.0, | |
| "acc_stderr": 0, | |
| "acc": 43.0 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 26.07, | |
| "acc_stderr": 0, | |
| "acc": 26.07 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 16.07, | |
| "subject_score": { | |
| "History": 26.79, | |
| "Art": 20.75, | |
| "Design": 23.33, | |
| "Literature": 48.08, | |
| "Agriculture": 10.0, | |
| "Finance": 5.0, | |
| "Sociology": 20.37, | |
| "Accounting": 12.07, | |
| "Energy_and_Power": 10.34, | |
| "Pharmacy": 26.32, | |
| "Architecture_and_Engineering": 15.0, | |
| "Clinical_Medicine": 11.86, | |
| "Public_Health": 6.9, | |
| "Physics": 11.67, | |
| "Art_Theory": 16.36, | |
| "Electronics": 15.0, | |
| "Psychology": 10.0, | |
| "Biology": 15.25, | |
| "Manage": 20.0, | |
| "Economics": 8.47, | |
| "Mechanical_Engineering": 16.95, | |
| "Diagnostics_and_Laboratory_Medicine": 18.33, | |
| "Basic_Medical_Science": 17.31, | |
| "Computer_Science": 15.0, | |
| "Math": 18.33, | |
| "Music": 13.33, | |
| "Materials": 11.67, | |
| "Marketing": 5.08, | |
| "Chemistry": 18.33, | |
| "Geography": 21.15 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 16.07 | |
| }, | |
| "MmvetV2": { | |
| "accuracy": 52.6886, | |
| "capability_scores": { | |
| "math": 49.117647058823536, | |
| "ocr": 57.59615384615382, | |
| "spat": 50.10152284263958, | |
| "rec": 50.77669902912625, | |
| "know": 46.15384615384613, | |
| "gen": 48.65454545454543, | |
| "seq": 53.75000000000001 | |
| }, | |
| "capability_detail_scores": { | |
| "math_ocr": 66.36363636363636, | |
| "spat_math_ocr": 43.333333333333336, | |
| "rec_spat_math_ocr": 75.0, | |
| "rec_spat": 47.50000000000001, | |
| "spat_ocr": 64.99999999999999, | |
| "rec_spat_ocr": 51.66666666666667, | |
| "know_spat_ocr": 87.5, | |
| "rec_ocr": 52.5, | |
| "rec_know_spat": 30.0, | |
| "ocr": 62.18749999999999, | |
| "rec": 70.0, | |
| "rec_know": 58.46153846153847, | |
| "rec_know_gen": 43.500000000000014, | |
| "rec_know_gen_ocr": 68.46153846153847, | |
| "rec_gen_spat_ocr": 57.90697674418607, | |
| "gen_spat_ocr": 80.0, | |
| "gen_spat_seq_math_ocr": 50.0, | |
| "spat_rec_seq_math_ocr": 40.0, | |
| "rec_gen_spat": 29.545454545454547, | |
| "gen_spat_math_ocr": 50.0, | |
| "rec_seq_spat": 38.57142857142858, | |
| "rec_seq_spat_ocr": 63.33333333333333, | |
| "rec_know_gen_spat": 43.333333333333336, | |
| "rec_gen": 46.1764705882353, | |
| "rec_know_spat_ocr": 5.0, | |
| "gen_know_spat_rec_ocr": 65.0, | |
| "rec_math_ocr": 0.0, | |
| "rec_gen_ocr": 46.0, | |
| "rec_seq_gen_ocr": 55.71428571428571, | |
| "gen_ocr": 50.0, | |
| "rec_seq_gen": 54.99999999999999, | |
| "rec_seq": 71.66666666666667, | |
| "rec_seq_gen_spat": 58.75, | |
| "rec_seq_know": 0.0, | |
| "rec_seq_know_gen": 50.0, | |
| "gen_spat_rec_seq_ocr": 43.333333333333336, | |
| "gen_know_rec_seq_ocr": 85.00000000000001, | |
| "rec_know_math": 0.0, | |
| "rec_seq_ocr": 0.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 52.6886 | |
| }, | |
| "MathVerse": { | |
| "Text Dominant": { | |
| "accuracy": 31.98, | |
| "correct": 252, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 24.47, | |
| "correct": 964, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 25.63, | |
| "correct": 202, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 26.14, | |
| "correct": 206, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 20.56, | |
| "correct": 162, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 18.02, | |
| "correct": 142, | |
| "total": 788 | |
| }, | |
| "accuracy": 24.47, | |
| "acc_stderr": 0, | |
| "acc": 24.47 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 1102, | |
| 1645 | |
| ], | |
| "accuracy": 66.991, | |
| "Key Information Extraction-Bookshelf": [ | |
| 23, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 42, | |
| 90 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 129, | |
| 189 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 138, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 46, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 22, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 173, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 161, | |
| 200 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 213, | |
| 282 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 40, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 40, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 28, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 47, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 66.991 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 40, | |
| 234 | |
| ], | |
| "accuracy": 17.094, | |
| "Docvqa": [ | |
| 1, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 1, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 0, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 3, | |
| 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": [ | |
| 4, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 8, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 17.094 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 48.62, | |
| "By Question": { | |
| "Q1": 52.87, | |
| "Q2": 55.65, | |
| "Q3": 41.63, | |
| "Q4": 73.54, | |
| "Q5": 71.55, | |
| "Q6": 64.26, | |
| "Q7": 58.55, | |
| "Q8": 66.96, | |
| "Q9": 62.69, | |
| "Q10": 52.05, | |
| "Q11": 34.29, | |
| "Q12": 64.29, | |
| "Q13": 30.14, | |
| "Q14": 14.54, | |
| "Q15": 16.61, | |
| "Q16": 47.22, | |
| "Q17": 10.71, | |
| "Q18": 62.75, | |
| "Q19": 76.92 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 59.96, | |
| "Enumeration": 35.11, | |
| "Pattern Recognition": 50.66, | |
| "Counting": 61.83, | |
| "Compositionality": 10.71 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 55.18, | |
| "2-4 Subplots": 46.76, | |
| "5+ Subplots": 40.89 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 46.03, | |
| "Economics": 49.82, | |
| "Electrical Engineering and Systems Science": 56.09, | |
| "Mathematics": 50.74, | |
| "Physics": 48.23, | |
| "Quantitative Biology": 44.44, | |
| "Quantitative Finance": 46.34, | |
| "Statistics": 47.12 | |
| }, | |
| "By Year": { | |
| "2020": 50.2, | |
| "2021": 46.65, | |
| "2022": 48.87, | |
| "2023": 48.89 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 23.5, | |
| "By Answer Type": { | |
| "Text-in-Chart": 26.14, | |
| "Text-in-General": 30.3, | |
| "Number-in-Chart": 18.97, | |
| "Number-in-General": 20.09 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 29.35, | |
| "GPT-Inspired": 25.0, | |
| "Completely Human": 21.17 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 26.98, | |
| "Economics": 26.81, | |
| "Electrical Engineering and Systems Science": 19.33, | |
| "Mathematics": 24.44, | |
| "Physics": 20.47, | |
| "Quantitative Biology": 27.78, | |
| "Quantitative Finance": 16.38, | |
| "Statistics": 24.78 | |
| }, | |
| "By Year": { | |
| "2020": 21.05, | |
| "2021": 23.37, | |
| "2022": 25.82, | |
| "2023": 23.79 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 24.87, | |
| "2-4 Subplots": 24.6, | |
| "5+ Subplots": 19.49 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 7, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 36.06, | |
| "acc_stderr": 0, | |
| "acc": 36.06 | |
| }, | |
| "MathVision": { | |
| "accuracy": 17.43, | |
| "acc_stderr": 0, | |
| "acc": 17.43 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 40.13, | |
| "domain_score": { | |
| "Life": 33.77, | |
| "Art": 43.38, | |
| "CTC": 35.56, | |
| "Society": 42.7, | |
| "Env.": 57.41, | |
| "Politics": 50.0 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 40.23, | |
| "Negative": 42.64, | |
| "Positive": 37.18 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 40.13 | |
| }, | |
| "Blink": { | |
| "accuracy": 43.56, | |
| "Art Style": 58.12, | |
| "Counting": 57.5, | |
| "Forensic Detection": 29.55, | |
| "Functional Correspondence": 30.0, | |
| "IQ Test": 22.67, | |
| "Jigsaw": 52.67, | |
| "Multi-view Reasoning": 45.86, | |
| "Object Localization": 56.56, | |
| "Relative Depth": 70.16, | |
| "Relative Reflectance": 26.87, | |
| "Semantic Correspondence": 23.02, | |
| "Spatial Relation": 65.03, | |
| "Visual Correspondence": 28.49, | |
| "Visual Similarity": 54.07, | |
| "acc_stderr": 0, | |
| "acc": 43.56 | |
| } | |
| } | |
| } |