{
  "config_general": {
    "model_name": "InternVL3-78B",
    "model_dtype": "float16",
    "model_size": 0
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  "results": {
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      "overall": {
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      "健康与医学": {
        "num": 153,
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        "accuracy": 58.17
      },
      "人文社会科学": {
        "num": 85,
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        "accuracy": 67.06
      },
      "技术与工程": {
        "num": 244,
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      "accuracy": 52.89,
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        "Geography": 76.67,
        "History": 76.67,
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        "Math": 50.0,
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        "Music": 56.67,
        "Pharmacy": 70.0,
        "Physics": 73.33,
        "Psychology": 80.0,
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      "difficulty_score": {
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        "Public_Health": 46.55,
        "Electronics": 60.0,
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        "Art_Theory": 80.0,
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        "Manage": 42.0,
        "Economics": 42.37,
        "Biology": 47.46,
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        "Diagnostics_and_Laboratory_Medicine": 40.0,
        "Basic_Medical_Science": 48.08,
        "Computer_Science": 55.0,
        "Math": 43.33,
        "Music": 31.67,
        "Materials": 26.67,
        "Marketing": 55.93,
        "Chemistry": 45.0,
        "Geography": 55.77
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      "difficulty_score": {
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        "Math": 38.33,
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        "Chemistry": 41.67,
        "Geography": 44.23
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      "capability_scores": {
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        "rec_spat_ocr": 75.0,
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        "rec_ocr": 75.0,
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        "ocr": 86.875,
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        "rec_seq": 65.0,
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    "MathVerse": {
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      "Total": {
        "accuracy": 47.56,
        "correct": 1874,
        "total": 3940
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      "Vision Dominant": {
        "accuracy": 48.48,
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      "Vision Intensive": {
        "accuracy": 48.73,
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      "Text Lite": {
        "accuracy": 50.38,
        "correct": 397,
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      "Vision Only": {
        "accuracy": 35.91,
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      "accuracy": 47.56,
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      "Key Information Extraction-Bookshelf": [
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      "Scene Text-centric VQA-diet_constraints": [
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      "Doc-oriented VQA-Control": [
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          "Default": [
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      "Scene Text-centric VQA-Fake_logo": [
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      "Handwritten Mathematical Expression Recognition": [
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      "Artistic Text Recognition": [
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      "Irregular Text Recognition": [
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      "Regular Text Recognition": [
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    "OcrliteZh": {
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      "accuracy": 65.385,
      "Docvqa": [
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      "Chartqa-au": [
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      "infographic": [
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      "Key Information Extraction": [
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      "Artistic Text Recognition": [
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      "IrRegular Text Recognition": [
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      "Non-semantic Text Recognition": [
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      "Regular Text Recognition": [
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      "Handwriting_CN": [
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      "Chinese Unlimited": [
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      "acc_stderr": 0,
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    "CharXiv": {
      "descriptive": {
        "Overall Score": 83.85,
        "By Question": {
          "Q1": 87.3,
          "Q2": 83.91,
          "Q3": 66.95,
          "Q4": 85.21,
          "Q5": 87.03,
          "Q6": 85.54,
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          "Q19": 84.62
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        "By Category": {
          "Information Extraction": 83.27,
          "Enumeration": 89.35,
          "Pattern Recognition": 85.37,
          "Counting": 78.37,
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        "By Subplot": {
          "1 Subplot": 87.05,
          "2-4 Subplots": 86.38,
          "5+ Subplots": 74.58
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        "By Subject": {
          "Computer Science": 84.13,
          "Economics": 83.88,
          "Electrical Engineering and Systems Science": 87.39,
          "Mathematics": 82.96,
          "Physics": 80.51,
          "Quantitative Biology": 81.55,
          "Quantitative Finance": 86.21,
          "Statistics": 84.73
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        "By Year": {
          "2020": 82.49,
          "2021": 81.42,
          "2022": 85.86,
          "2023": 85.79
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        "N_valid": 4000,
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      "reasoning": {
        "Overall Score": 41.4,
        "By Answer Type": {
          "Text-in-Chart": 45.91,
          "Text-in-General": 42.42,
          "Number-in-Chart": 43.53,
          "Number-in-General": 30.13
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        "By Source": {
          "GPT-Sourced": 53.8,
          "GPT-Inspired": 39.81,
          "Completely Human": 38.17
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        "By Subject": {
          "Computer Science": 38.1,
          "Economics": 46.38,
          "Electrical Engineering and Systems Science": 33.61,
          "Mathematics": 45.93,
          "Physics": 48.82,
          "Quantitative Biology": 46.83,
          "Quantitative Finance": 33.62,
          "Statistics": 35.4
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        "By Year": {
          "2020": 38.87,
          "2021": 45.98,
          "2022": 40.98,
          "2023": 39.52
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        "By Subplot": {
          "1 Subplot": 41.97,
          "2-4 Subplots": 41.01,
          "5+ Subplots": 41.1
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        "N_valid": 1000,
        "N_invalid": 0,
        "Question Type": "Reasoning"
      },
      "accuracy": 62.62,
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      "acc": 62.62
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    "MathVision": {
      "accuracy": 39.97,
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    "CII-Bench": {
      "accuracy": 67.32,
      "domain_score": {
        "CTC": 65.19,
        "Env.": 72.22,
        "Art": 61.03,
        "Society": 70.27,
        "Life": 68.4,
        "Politics": 70.83
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      "emotion_score": {
        "Positive": 70.09,
        "Negative": 64.91,
        "Neutral": 67.29
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      "acc_stderr": 0,
      "acc": 67.32
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    "Blink": {
      "accuracy": 61.13,
      "Art Style": 85.47,
      "Counting": 79.17,
      "Forensic Detection": 45.45,
      "Functional Correspondence": 37.69,
      "IQ Test": 27.33,
      "Jigsaw": 51.33,
      "Multi-view Reasoning": 54.14,
      "Object Localization": 53.28,
      "Relative Depth": 83.06,
      "Relative Reflectance": 32.09,
      "Semantic Correspondence": 52.52,
      "Spatial Relation": 91.61,
      "Visual Correspondence": 82.56,
      "Visual Similarity": 82.22,
      "acc_stderr": 0,
      "acc": 61.13
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  }
}