| { | |
| "config_general": { | |
| "model_name": "Qwen2-VL-7B-Instruct", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "accuracy": 44.78, | |
| "acc_stderr": 0, | |
| "acc": 44.78 | |
| }, | |
| "MMMU": { | |
| "accuracy": 50.44, | |
| "acc_stderr": 0, | |
| "acc": 50.44 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "accuracy": 33.93, | |
| "acc_stderr": 0, | |
| "acc": 33.93 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 25.38, | |
| "subject_score": { | |
| "Design": 50.0, | |
| "History": 33.93, | |
| "Agriculture": 11.67, | |
| "Sociology": 27.78, | |
| "Finance": 15.0, | |
| "Art": 39.62, | |
| "Pharmacy": 24.56, | |
| "Accounting": 8.62, | |
| "Energy_and_Power": 22.41, | |
| "Literature": 57.69, | |
| "Clinical_Medicine": 13.56, | |
| "Architecture_and_Engineering": 23.33, | |
| "Art_Theory": 41.82, | |
| "Public_Health": 12.07, | |
| "Electronics": 28.33, | |
| "Physics": 20.0, | |
| "Psychology": 21.67, | |
| "Biology": 28.81, | |
| "Manage": 26.0, | |
| "Economics": 22.03, | |
| "Mechanical_Engineering": 32.2, | |
| "Diagnostics_and_Laboratory_Medicine": 28.33, | |
| "Basic_Medical_Science": 28.85, | |
| "Computer_Science": 31.67, | |
| "Math": 20.0, | |
| "Music": 25.0, | |
| "Materials": 15.0, | |
| "Chemistry": 18.33, | |
| "Marketing": 15.25, | |
| "Geography": 25.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 25.38 | |
| }, | |
| "MmvetV2": { | |
| "accuracy": 56.8665, | |
| "capability_scores": { | |
| "ocr": 63.317307692307715, | |
| "math": 62.35294117647059, | |
| "spat": 53.401015228426395, | |
| "rec": 52.66990291262139, | |
| "know": 49.87179487179489, | |
| "gen": 52.727272727272755, | |
| "seq": 48.214285714285715 | |
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| "capability_detail_scores": { | |
| "ocr_math": 80.9090909090909, | |
| "ocr_spat_math": 60.0, | |
| "ocr_rec_spat_math": 50.0, | |
| "rec_spat": 60.357142857142854, | |
| "ocr_spat": 66.15384615384616, | |
| "ocr_rec_spat": 40.833333333333336, | |
| "ocr_know_spat": 87.5, | |
| "ocr_rec": 62.5, | |
| "rec_know_spat": 35.0, | |
| "ocr": 80.0, | |
| "rec": 64.91525423728812, | |
| "rec_know": 42.30769230769231, | |
| "rec_know_gen": 51.800000000000004, | |
| "ocr_rec_know_gen": 63.84615384615382, | |
| "ocr_rec_spat_gen": 55.58139534883719, | |
| "ocr_spat_gen": 80.0, | |
| "ocr_seq_spat_math_gen": 80.0, | |
| "ocr_seq_spat_rec_math": 0.0, | |
| "rec_spat_gen": 43.18181818181818, | |
| "ocr_spat_math_gen": 50.0, | |
| "rec_spat_seq": 42.85714285714287, | |
| "ocr_rec_spat_seq": 50.0, | |
| "rec_know_spat_gen": 10.0, | |
| "rec_gen": 53.8235294117647, | |
| "ocr_rec_spat_know": 25.0, | |
| "ocr_spat_know": 87.5, | |
| "ocr_spat_rec_know_gen": 75.0, | |
| "ocr_rec_math": 100.0, | |
| "ocr_rec_gen": 51.99999999999999, | |
| "ocr_rec_gen_seq": 59.999999999999986, | |
| "ocr_gen": 76.15384615384616, | |
| "rec_gen_seq": 34.285714285714285, | |
| "rec_seq": 61.66666666666666, | |
| "rec_spat_gen_seq": 65.0, | |
| "rec_know_seq": 100.0, | |
| "rec_know_gen_seq": 25.0, | |
| "ocr_seq_spat_rec_gen": 13.333333333333334, | |
| "ocr_seq_rec_know_gen": 45.0, | |
| "rec_know_math": 0.0, | |
| "ocr_rec_seq": 100.0, | |
| "rec_spat_know": 35.0 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 56.8665 | |
| }, | |
| "MathVerse": { | |
| "Text Dominant": { | |
| "accuracy": 30.84, | |
| "correct": 243, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 27.77, | |
| "correct": 1094, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 29.19, | |
| "correct": 230, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 28.55, | |
| "correct": 225, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 28.3, | |
| "correct": 223, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 21.95, | |
| "correct": 173, | |
| "total": 788 | |
| }, | |
| "accuracy": 27.77, | |
| "acc_stderr": 0, | |
| "acc": 27.77 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 1219, | |
| 1645 | |
| ], | |
| "accuracy": 74.103, | |
| "Key Information Extraction-Bookshelf": [ | |
| 24, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 54, | |
| 90 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 123, | |
| 189 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 149, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 53, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 39, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 195, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 166, | |
| 200 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 241, | |
| 282 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 43, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 46, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 38, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 48, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 74.103 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 144, | |
| 234 | |
| ], | |
| "accuracy": 61.538, | |
| "Docvqa": [ | |
| 8, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 5, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 6, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 5, | |
| 10 | |
| ], | |
| "Key Information Extraction": [ | |
| 34, | |
| 45 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 28, | |
| 40 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 3, | |
| 11 | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 8, | |
| 11 | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 9, | |
| 12 | |
| ], | |
| "Regular Text Recognition": [ | |
| 10, | |
| 11 | |
| ], | |
| "Handwriting_CN": [ | |
| 14, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 14, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 61.538 | |
| }, | |
| "CharXiv": { | |
| "descriptive": { | |
| "Overall Score": 58.55, | |
| "By Question": { | |
| "Q1": 76.64, | |
| "Q2": 81.3, | |
| "Q3": 69.96, | |
| "Q4": 85.21, | |
| "Q5": 81.17, | |
| "Q6": 59.44, | |
| "Q7": 65.38, | |
| "Q8": 59.38, | |
| "Q9": 59.7, | |
| "Q10": 74.66, | |
| "Q11": 29.71, | |
| "Q12": 46.7, | |
| "Q13": 64.84, | |
| "Q14": 33.69, | |
| "Q15": 30.03, | |
| "Q16": 52.78, | |
| "Q17": 8.93, | |
| "Q18": 67.61, | |
| "Q19": 84.62 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 74.2, | |
| "Enumeration": 47.13, | |
| "Pattern Recognition": 51.97, | |
| "Counting": 63.36, | |
| "Compositionality": 8.93 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 66.9, | |
| "2-4 Subplots": 56.68, | |
| "5+ Subplots": 47.88 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 58.13, | |
| "Economics": 60.87, | |
| "Electrical Engineering and Systems Science": 61.34, | |
| "Mathematics": 61.11, | |
| "Physics": 54.53, | |
| "Quantitative Biology": 52.38, | |
| "Quantitative Finance": 61.64, | |
| "Statistics": 58.41 | |
| }, | |
| "By Year": { | |
| "2020": 56.48, | |
| "2021": 57.95, | |
| "2022": 60.86, | |
| "2023": 58.97 | |
| }, | |
| "N_valid": 4000, | |
| "N_invalid": 5, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 33.5, | |
| "By Answer Type": { | |
| "Text-in-Chart": 35.45, | |
| "Text-in-General": 39.39, | |
| "Number-in-Chart": 34.05, | |
| "Number-in-General": 26.64 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 38.04, | |
| "GPT-Inspired": 27.78, | |
| "Completely Human": 34.17 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 28.57, | |
| "Economics": 32.61, | |
| "Electrical Engineering and Systems Science": 42.02, | |
| "Mathematics": 35.56, | |
| "Physics": 40.16, | |
| "Quantitative Biology": 34.13, | |
| "Quantitative Finance": 26.72, | |
| "Statistics": 27.43 | |
| }, | |
| "By Year": { | |
| "2020": 33.2, | |
| "2021": 36.78, | |
| "2022": 30.33, | |
| "2023": 33.47 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 36.01, | |
| "2-4 Subplots": 30.95, | |
| "5+ Subplots": 33.47 | |
| }, | |
| "N_valid": 1000, | |
| "N_invalid": 2, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 46.02, | |
| "acc_stderr": 0, | |
| "acc": 46.02 | |
| }, | |
| "MathVision": { | |
| "accuracy": 17.04, | |
| "acc_stderr": 0, | |
| "acc": 17.04 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 51.24, | |
| "domain_score": { | |
| "Life": 41.99, | |
| "Art": 55.15, | |
| "CTC": 51.85, | |
| "Society": 51.89, | |
| "Env.": 74.07, | |
| "Politics": 58.33 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 53.76, | |
| "Negative": 48.68, | |
| "Positive": 51.28 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 51.24 | |
| }, | |
| "Blink": { | |
| "accuracy": 50.08, | |
| "Art Style": 59.83, | |
| "Counting": 69.17, | |
| "Forensic Detection": 30.3, | |
| "Functional Correspondence": 21.54, | |
| "IQ Test": 28.0, | |
| "Jigsaw": 49.33, | |
| "Multi-view Reasoning": 42.86, | |
| "Object Localization": 54.92, | |
| "Relative Depth": 67.74, | |
| "Relative Reflectance": 39.55, | |
| "Semantic Correspondence": 31.65, | |
| "Spatial Relation": 83.92, | |
| "Visual Correspondence": 44.19, | |
| "Visual Similarity": 84.44, | |
| "acc_stderr": 0, | |
| "acc": 50.08 | |
| } | |
| } | |
| } |