Phi-4-multimodal-instruct/results_2025-01-25T10-42-53.190540.json

{
  "config_general": {
    "model_name": "Phi-4-multimodal-instruct",
    "model_dtype": "float16",
    "model_size": 0
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      "健康与医学": {
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      "人文社会科学": {
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      "accuracy": 34.22,
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    "MMMU": {
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        "Geography": 43.33,
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        "Pharmacy": 60.0,
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      "difficulty_score": {
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        "Diagnostics_and_Laboratory_Medicine": 30.0,
        "Basic_Medical_Science": 40.38,
        "Computer_Science": 35.0,
        "Math": 23.33,
        "Music": 30.0,
        "Materials": 21.67,
        "Marketing": 40.68,
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        "Geography": 32.69
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      "difficulty_score": {
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      "acc_stderr": 0,
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        "Clinical_Medicine": 22.03,
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        "Art_Theory": 32.73,
        "Electronics": 28.33,
        "Psychology": 20.0,
        "Biology": 23.73,
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        "Economics": 16.95,
        "Mechanical_Engineering": 18.64,
        "Diagnostics_and_Laboratory_Medicine": 18.33,
        "Basic_Medical_Science": 32.69,
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        "Math": 18.33,
        "Music": 30.0,
        "Materials": 16.67,
        "Marketing": 28.81,
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        "Geography": 25.0
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      "acc_stderr": 0,
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    "MmvetV2": {
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      "capability_scores": {
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        "spat": 40.95238095238095,
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      "capability_detail_scores": {
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        "rec_spat": 60.0,
        "spat_ocr": 75.0,
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    "MathVerse": {
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        "accuracy": 37.56,
        "correct": 296,
        "total": 788
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      "Total": {
        "accuracy": 30.63,
        "correct": 1207,
        "total": 3940
      },
      "Text Lite": {
        "accuracy": 33.5,
        "correct": 264,
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      "Vision Intensive": {
        "accuracy": 31.35,
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      "Vision Dominant": {
        "accuracy": 30.84,
        "correct": 243,
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      "Vision Only": {
        "accuracy": 19.92,
        "correct": 157,
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      "accuracy": 30.63,
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      "acc": 30.63
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    "Ocrlite": {
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      "accuracy": 41.363,
      "Key Information Extraction-Bookshelf": [
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        {
          "Default": [
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      "Scene Text-centric VQA-diet_constraints": [
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      "Doc-oriented VQA-Control": [
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      "Scene Text-centric VQA-Fake_logo": [
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      ],
      "Handwritten Mathematical Expression Recognition": [
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      "Scene Text-centric VQA-Control": [
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          "Default": [
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      "Scene Text-centric VQA": [
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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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          "Default": [
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      "Regular Text Recognition": [
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      "acc_stderr": 0,
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    "OcrliteZh": {
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      "accuracy": 43.162,
      "Docvqa": [
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      "infographic": [
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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": 56.25,
        "By Question": {
          "Q1": 51.64,
          "Q2": 73.48,
          "Q3": 62.23,
          "Q4": 77.82,
          "Q5": 79.08,
          "Q6": 64.26,
          "Q7": 61.54,
          "Q8": 58.04,
          "Q9": 53.73,
          "Q10": 56.85,
          "Q11": 38.86,
          "Q12": 55.49,
          "Q13": 51.6,
          "Q14": 48.23,
          "Q15": 36.74,
          "Q16": 66.67,
          "Q17": 3.12,
          "Q18": 70.45,
          "Q19": 89.23
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        "By Category": {
          "Information Extraction": 67.2,
          "Enumeration": 48.59,
          "Pattern Recognition": 58.08,
          "Counting": 61.58,
          "Compositionality": 3.12
        },
        "By Subplot": {
          "1 Subplot": 64.18,
          "2-4 Subplots": 54.03,
          "5+ Subplots": 46.82
        },
        "By Subject": {
          "Computer Science": 51.79,
          "Economics": 57.07,
          "Electrical Engineering and Systems Science": 65.13,
          "Mathematics": 58.33,
          "Physics": 49.41,
          "Quantitative Biology": 51.19,
          "Quantitative Finance": 59.91,
          "Statistics": 57.96
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        "By Year": {
          "2020": 55.97,
          "2021": 54.89,
          "2022": 55.02,
          "2023": 59.17
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        "N_valid": 4000,
        "N_invalid": 0,
        "Question Type": "Descriptive"
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      "reasoning": {
        "Overall Score": 34.3,
        "By Answer Type": {
          "Text-in-Chart": 32.5,
          "Text-in-General": 47.47,
          "Number-in-Chart": 39.66,
          "Number-in-General": 26.64
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        "By Source": {
          "GPT-Sourced": 38.04,
          "GPT-Inspired": 28.7,
          "Completely Human": 35.17
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        "By Subject": {
          "Computer Science": 32.54,
          "Economics": 34.06,
          "Electrical Engineering and Systems Science": 31.93,
          "Mathematics": 39.26,
          "Physics": 39.37,
          "Quantitative Biology": 30.95,
          "Quantitative Finance": 28.45,
          "Statistics": 37.17
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        "By Year": {
          "2020": 30.36,
          "2021": 34.48,
          "2022": 38.11,
          "2023": 34.27
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        "By Subplot": {
          "1 Subplot": 38.34,
          "2-4 Subplots": 32.8,
          "5+ Subplots": 30.08
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        "N_valid": 1000,
        "N_invalid": 0,
        "Question Type": "Reasoning"
      },
      "accuracy": 45.27,
      "acc_stderr": 0,
      "acc": 45.27
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    "MathVision": {
      "accuracy": 15.95,
      "acc_stderr": 0,
      "acc": 15.95
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    "CII-Bench": {
      "accuracy": 37.65,
      "domain_score": {
        "Life": 33.77,
        "Art": 41.91,
        "CTC": 31.85,
        "Society": 37.84,
        "Env.": 53.7,
        "Politics": 45.83
      },
      "emotion_score": {
        "Neutral": 38.35,
        "Negative": 40.0,
        "Positive": 34.19
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      "acc_stderr": 0,
      "acc": 37.65
    },
    "Blink": {
      "accuracy": 61.39,
      "Art Style": 87.18,
      "Counting": 59.17,
      "Forensic Detection": 90.15,
      "Functional Correspondence": 27.69,
      "IQ Test": 25.33,
      "Jigsaw": 67.33,
      "Multi-view Reasoning": 77.44,
      "Object Localization": 52.46,
      "Relative Depth": 70.97,
      "Relative Reflectance": 31.34,
      "Semantic Correspondence": 51.8,
      "Spatial Relation": 72.73,
      "Visual Correspondence": 67.44,
      "Visual Similarity": 82.22,
      "acc_stderr": 0,
      "acc": 61.39
    }
  }
}