| { | |
| "config_general": { | |
| "model_name": "GLM-4V-Plus", | |
| "model_dtype": "float16", | |
| "model_size": 0 | |
| }, | |
| "results": { | |
| "CMMMU": { | |
| "accuracy": 43.56, | |
| "acc_stderr": 0, | |
| "acc": 43.56 | |
| }, | |
| "MMMU": { | |
| "accuracy": 54.44, | |
| "acc_stderr": 0, | |
| "acc": 54.44 | |
| }, | |
| "MMMU_Pro_standard": { | |
| "reject_info": { | |
| "reject_rate": 0.06, | |
| "reject_number": 1, | |
| "total_question": 1730 | |
| }, | |
| "accuracy": 37.19, | |
| "acc_stderr": 0, | |
| "acc": 37.19 | |
| }, | |
| "MMMU_Pro_vision": { | |
| "accuracy": 23.35, | |
| "subject_score": { | |
| "History": 35.71, | |
| "Art": 47.17, | |
| "Design": 45.0, | |
| "Literature": 59.62, | |
| "Agriculture": 18.33, | |
| "Finance": 10.0, | |
| "Sociology": 42.59, | |
| "Accounting": 15.52, | |
| "Energy_and_Power": 12.07, | |
| "Pharmacy": 36.84, | |
| "Architecture_and_Engineering": 15.0, | |
| "Clinical_Medicine": 13.56, | |
| "Public_Health": 13.79, | |
| "Physics": 11.67, | |
| "Art_Theory": 47.27, | |
| "Electronics": 8.33, | |
| "Psychology": 33.33, | |
| "Biology": 23.73, | |
| "Manage": 18.0, | |
| "Economics": 6.78, | |
| "Mechanical_Engineering": 10.17, | |
| "Diagnostics_and_Laboratory_Medicine": 25.0, | |
| "Basic_Medical_Science": 32.69, | |
| "Computer_Science": 20.0, | |
| "Math": 20.0, | |
| "Music": 21.67, | |
| "Materials": 8.33, | |
| "Marketing": 16.95, | |
| "Chemistry": 25.0, | |
| "Geography": 17.31 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 23.35 | |
| }, | |
| "MmvetV2": { | |
| "reject_info": { | |
| "reject_rate": 2.9, | |
| "reject_number": 15, | |
| "total_question": 517 | |
| }, | |
| "accuracy": 56.7131, | |
| "capability_scores": { | |
| "ocr": 62.079207920792065, | |
| "math": 62.05882352941177, | |
| "spat": 51.18556701030926, | |
| "rec": 53.77833753148617, | |
| "know": 54.285714285714285, | |
| "gen": 53.901515151515135, | |
| "seq": 36.09756097560975 | |
| }, | |
| "capability_detail_scores": { | |
| "ocr_math": 67.27272727272727, | |
| "ocr_spat_math": 68.66666666666667, | |
| "ocr_rec_spat_math": 45.0, | |
| "rec_spat": 48.214285714285715, | |
| "ocr_spat": 59.61538461538461, | |
| "ocr_rec_spat": 45.83333333333333, | |
| "ocr_know_spat": 65.0, | |
| "ocr_rec": 100.0, | |
| "rec_know_spat": 57.99999999999999, | |
| "ocr": 80.9375, | |
| "rec": 64.57627118644068, | |
| "rec_know": 46.92307692307692, | |
| "rec_know_gen": 53.400000000000006, | |
| "ocr_rec_know_gen": 74.61538461538463, | |
| "ocr_rec_spat_gen": 59.76744186046512, | |
| "ocr_spat_gen": 60.0, | |
| "ocr_seq_spat_math_gen": 0.0, | |
| "ocr_seq_spat_rec_math": 0.0, | |
| "rec_spat_gen": 38.18181818181819, | |
| "ocr_spat_math_gen": 50.0, | |
| "rec_spat_seq": 28.333333333333332, | |
| "ocr_rec_spat_seq": 36.66666666666667, | |
| "rec_know_spat_gen": 50.0, | |
| "rec_gen": 59.11764705882353, | |
| "ocr_rec_spat_know": 25.0, | |
| "ocr_spat_know": 65.0, | |
| "ocr_spat_rec_know_gen": 40.0, | |
| "ocr_rec_math": 0.0, | |
| "ocr_rec_gen": 44.00000000000001, | |
| "ocr_rec_gen_seq": 65.0, | |
| "ocr_gen": 60.0, | |
| "rec_gen_seq": 51.818181818181806, | |
| "rec_seq": 0.0, | |
| "rec_spat_gen_seq": 50.0, | |
| "rec_know_seq": 0, | |
| "rec_know_gen_seq": 0.0, | |
| "ocr_seq_spat_rec_gen": 10.0, | |
| "ocr_seq_rec_know_gen": 70.0, | |
| "rec_know_math": 100.0, | |
| "ocr_rec_seq": 100.0, | |
| "rec_spat_know": 57.99999999999999 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 56.7131 | |
| }, | |
| "MathVerse": { | |
| "Text Dominant": { | |
| "accuracy": 33.63, | |
| "correct": 265, | |
| "total": 788 | |
| }, | |
| "Total": { | |
| "accuracy": 29.44, | |
| "correct": 1160, | |
| "total": 3940 | |
| }, | |
| "Text Lite": { | |
| "accuracy": 30.33, | |
| "correct": 239, | |
| "total": 788 | |
| }, | |
| "Vision Intensive": { | |
| "accuracy": 29.19, | |
| "correct": 230, | |
| "total": 788 | |
| }, | |
| "Vision Dominant": { | |
| "accuracy": 29.31, | |
| "correct": 231, | |
| "total": 788 | |
| }, | |
| "Vision Only": { | |
| "accuracy": 24.75, | |
| "correct": 195, | |
| "total": 788 | |
| }, | |
| "accuracy": 29.44, | |
| "acc_stderr": 0, | |
| "acc": 29.44 | |
| }, | |
| "Ocrlite": { | |
| "final_score": [ | |
| 1188, | |
| 1645 | |
| ], | |
| "accuracy": 72.219, | |
| "Key Information Extraction-Bookshelf": [ | |
| 31, | |
| 52 | |
| ], | |
| "Scene Text-centric VQA-diet_constraints": [ | |
| 69, | |
| 90 | |
| ], | |
| "Doc-oriented VQA-Control": [ | |
| 138, | |
| 189 | |
| ], | |
| "Doc-oriented VQA": [ | |
| 144, | |
| 204 | |
| ], | |
| "Scene Text-centric VQA-Fake_logo": [ | |
| 42, | |
| 119 | |
| ], | |
| "Handwritten Mathematical Expression Recognition": [ | |
| 49, | |
| 100 | |
| ], | |
| "Key Information Extraction": [ | |
| 167, | |
| 209 | |
| ], | |
| "Scene Text-centric VQA-Control": [ | |
| 155, | |
| 200 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 228, | |
| 282 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 39, | |
| 50 | |
| ], | |
| "Irregular Text Recognition": [ | |
| 40, | |
| 50 | |
| ], | |
| "Non-Semantic Text Recognition": [ | |
| 38, | |
| 50 | |
| ], | |
| "Regular Text Recognition": [ | |
| 48, | |
| 50 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 72.219 | |
| }, | |
| "OcrliteZh": { | |
| "final_score": [ | |
| 150, | |
| 234 | |
| ], | |
| "accuracy": 64.103, | |
| "Docvqa": [ | |
| 7, | |
| 10 | |
| ], | |
| "Chartqa-human": [ | |
| 3, | |
| 10 | |
| ], | |
| "Chartqa-au": [ | |
| 8, | |
| 10 | |
| ], | |
| "infographic": [ | |
| 7, | |
| 10 | |
| ], | |
| "Key Information Extraction": [ | |
| 36, | |
| 45 | |
| ], | |
| "Scene Text-centric VQA": [ | |
| 29, | |
| 40 | |
| ], | |
| "Artistic Text Recognition": [ | |
| 5, | |
| 11 | |
| ], | |
| "IrRegular Text Recognition": [ | |
| 7, | |
| 11 | |
| ], | |
| "Non-semantic Text Recognition": [ | |
| 8, | |
| 12 | |
| ], | |
| "Regular Text Recognition": [ | |
| 10, | |
| 11 | |
| ], | |
| "Handwriting_CN": [ | |
| 14, | |
| 20 | |
| ], | |
| "Chinese Unlimited": [ | |
| 16, | |
| 44 | |
| ], | |
| "acc_stderr": 0, | |
| "acc": 64.103 | |
| }, | |
| "CharXiv": { | |
| "reject_info": { | |
| "reject_rate": 0.06, | |
| "reject_number": 3, | |
| "total_question": 5000 | |
| }, | |
| "descriptive": { | |
| "Overall Score": 58.06, | |
| "By Question": { | |
| "Q1": 67.49, | |
| "Q2": 81.3, | |
| "Q3": 67.38, | |
| "Q4": 86.38, | |
| "Q5": 79.92, | |
| "Q6": 69.88, | |
| "Q7": 61.97, | |
| "Q8": 67.86, | |
| "Q9": 61.19, | |
| "Q10": 57.53, | |
| "Q11": 32.57, | |
| "Q12": 60.44, | |
| "Q13": 69.86, | |
| "Q14": 15.25, | |
| "Q15": 37.38, | |
| "Q16": 66.67, | |
| "Q17": 8.04, | |
| "Q18": 60.73, | |
| "Q19": 78.46 | |
| }, | |
| "By Category": { | |
| "Information Extraction": 73.59, | |
| "Enumeration": 47.46, | |
| "Pattern Recognition": 50.44, | |
| "Counting": 62.34, | |
| "Compositionality": 8.04 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 69.43, | |
| "2-4 Subplots": 55.33, | |
| "5+ Subplots": 43.86 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 56.55, | |
| "Economics": 59.24, | |
| "Electrical Engineering and Systems Science": 68.63, | |
| "Mathematics": 60.19, | |
| "Physics": 54.13, | |
| "Quantitative Biology": 49.6, | |
| "Quantitative Finance": 60.13, | |
| "Statistics": 56.42 | |
| }, | |
| "By Year": { | |
| "2020": 58.2, | |
| "2021": 57.91, | |
| "2022": 57.48, | |
| "2023": 58.67 | |
| }, | |
| "N_valid": 3999, | |
| "N_invalid": 0, | |
| "Question Type": "Descriptive" | |
| }, | |
| "reasoning": { | |
| "Overall Score": 31.86, | |
| "By Answer Type": { | |
| "Text-in-Chart": 33.49, | |
| "Text-in-General": 37.76, | |
| "Number-in-Chart": 33.19, | |
| "Number-in-General": 24.89 | |
| }, | |
| "By Source": { | |
| "GPT-Sourced": 33.7, | |
| "GPT-Inspired": 25.93, | |
| "Completely Human": 33.44 | |
| }, | |
| "By Subject": { | |
| "Computer Science": 35.71, | |
| "Economics": 32.61, | |
| "Electrical Engineering and Systems Science": 32.2, | |
| "Mathematics": 30.37, | |
| "Physics": 37.3, | |
| "Quantitative Biology": 26.98, | |
| "Quantitative Finance": 30.17, | |
| "Statistics": 29.2 | |
| }, | |
| "By Year": { | |
| "2020": 32.79, | |
| "2021": 34.36, | |
| "2022": 29.1, | |
| "2023": 31.05 | |
| }, | |
| "By Subplot": { | |
| "1 Subplot": 32.21, | |
| "2-4 Subplots": 35.01, | |
| "5+ Subplots": 26.27 | |
| }, | |
| "N_valid": 998, | |
| "N_invalid": 1, | |
| "Question Type": "Reasoning" | |
| }, | |
| "accuracy": 44.96, | |
| "acc_stderr": 0, | |
| "acc": 44.96 | |
| }, | |
| "MathVision": { | |
| "accuracy": 17.34, | |
| "acc_stderr": 0, | |
| "acc": 17.34 | |
| }, | |
| "CII-Bench": { | |
| "accuracy": 60.86, | |
| "domain_score": { | |
| "Life": 55.41, | |
| "Art": 59.56, | |
| "CTC": 62.96, | |
| "Society": 64.67, | |
| "Env.": 66.67, | |
| "Politics": 66.67 | |
| }, | |
| "emotion_score": { | |
| "Neutral": 60.38, | |
| "Negative": 60.75, | |
| "Positive": 61.54 | |
| }, | |
| "acc_stderr": 0, | |
| "acc": 60.86 | |
| }, | |
| "Blink": { | |
| "accuracy": 55.44, | |
| "Art Style": 51.28, | |
| "Counting": 75.0, | |
| "Forensic Detection": 13.64, | |
| "Functional Correspondence": 35.38, | |
| "IQ Test": 24.67, | |
| "Jigsaw": 69.33, | |
| "Multi-view Reasoning": 52.63, | |
| "Object Localization": 63.93, | |
| "Relative Depth": 69.35, | |
| "Relative Reflectance": 28.36, | |
| "Semantic Correspondence": 48.92, | |
| "Spatial Relation": 86.71, | |
| "Visual Correspondence": 72.09, | |
| "Visual Similarity": 82.22, | |
| "acc_stderr": 0, | |
| "acc": 55.44 | |
| } | |
| } | |
| } |