{
  "config_general": {
    "model_name": "Phi-4-multimodal-instruct",
    "model_dtype": "float16",
    "model_size": 0
  },
  "results": {
    "CMMMU": {
      "艺术与设计": {
        "num": 88,
        "correct": 42,
        "accuracy": 47.73
      },
      "overall": {
        "num": 900,
        "correct": 308,
        "accuracy": 34.22
      },
      "商业": {
        "num": 126,
        "correct": 32,
        "accuracy": 25.4
      },
      "科学": {
        "num": 204,
        "correct": 63,
        "accuracy": 30.88
      },
      "健康与医学": {
        "num": 153,
        "correct": 58,
        "accuracy": 37.91
      },
      "人文社会科学": {
        "num": 85,
        "correct": 30,
        "accuracy": 35.29
      },
      "技术与工程": {
        "num": 244,
        "correct": 83,
        "accuracy": 34.02
      },
      "accuracy": 34.22,
      "acc_stderr": 0,
      "acc": 34.22
    },
    "MMMU": {
      "accuracy": 54.0,
      "subject_score": {
        "Accounting": 50.0,
        "Agriculture": 53.33,
        "Architecture": 40.0,
        "Art": 78.33,
        "Basic": 56.67,
        "Biology": 50.0,
        "Chemistry": 26.67,
        "Clinical": 70.0,
        "Computer": 50.0,
        "Design": 73.33,
        "Diagnostics": 40.0,
        "Economics": 56.67,
        "Electronics": 36.67,
        "Energy": 46.67,
        "Finance": 46.67,
        "Geography": 43.33,
        "History": 60.0,
        "Literature": 90.0,
        "Manage": 50.0,
        "Marketing": 56.67,
        "Materials": 33.33,
        "Math": 43.33,
        "Mechanical": 26.67,
        "Music": 33.33,
        "Pharmacy": 60.0,
        "Physics": 60.0,
        "Psychology": 66.67,
        "Public": 66.67,
        "Sociology": 76.67
      },
      "difficulty_score": {
        "Medium": 53.3,
        "Easy": 65.42,
        "Hard": 37.02
      },
      "acc_stderr": 0,
      "acc": 54.0
    },
    "MMMU_Pro_standard": {
      "accuracy": 39.36,
      "subject_score": {
        "History": 62.5,
        "Art": 52.83,
        "Design": 65.0,
        "Literature": 67.31,
        "Agriculture": 31.67,
        "Finance": 21.67,
        "Sociology": 53.7,
        "Accounting": 27.59,
        "Energy_and_Power": 27.59,
        "Pharmacy": 43.86,
        "Architecture_and_Engineering": 38.33,
        "Clinical_Medicine": 42.37,
        "Public_Health": 39.66,
        "Physics": 38.33,
        "Art_Theory": 70.91,
        "Electronics": 50.0,
        "Psychology": 35.0,
        "Biology": 37.29,
        "Manage": 32.0,
        "Economics": 42.37,
        "Mechanical_Engineering": 22.03,
        "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,
        "Chemistry": 33.33,
        "Geography": 32.69
      },
      "difficulty_score": {
        "Medium": 36.58,
        "Easy": 53.03,
        "Hard": 26.93
      },
      "acc_stderr": 0,
      "acc": 39.36
    },
    "MMMU_Pro_vision": {
      "accuracy": 26.59,
      "subject_score": {
        "History": 37.5,
        "Art": 39.62,
        "Design": 56.67,
        "Literature": 65.38,
        "Agriculture": 20.0,
        "Finance": 18.33,
        "Sociology": 29.63,
        "Accounting": 25.86,
        "Energy_and_Power": 20.69,
        "Pharmacy": 31.58,
        "Architecture_and_Engineering": 21.67,
        "Clinical_Medicine": 22.03,
        "Public_Health": 10.34,
        "Physics": 21.67,
        "Art_Theory": 32.73,
        "Electronics": 28.33,
        "Psychology": 20.0,
        "Biology": 23.73,
        "Manage": 26.0,
        "Economics": 16.95,
        "Mechanical_Engineering": 18.64,
        "Diagnostics_and_Laboratory_Medicine": 18.33,
        "Basic_Medical_Science": 32.69,
        "Computer_Science": 21.67,
        "Math": 18.33,
        "Music": 30.0,
        "Materials": 16.67,
        "Marketing": 28.81,
        "Chemistry": 26.67,
        "Geography": 25.0
      },
      "acc_stderr": 0,
      "acc": 26.59
    },
    "MmvetV2": {
      "accuracy": 36.25,
      "capability_scores": {
        "math": 28.235294117647058,
        "ocr": 32.592592592592595,
        "spat": 40.95238095238095,
        "rec": 25.454545454545453,
        "know": 66.66666666666666
      },
      "capability_detail_scores": {
        "math_ocr": 30.0,
        "spat_ocr_math": 30.0,
        "rec_spat_ocr_math": 0.0,
        "rec_spat": 60.0,
        "spat_ocr": 75.0,
        "rec_spat_ocr": 0.0,
        "spat_ocr_know": 100.0,
        "rec_ocr": 0.0,
        "rec_spat_know": 50.0
      },
      "acc_stderr": 0,
      "acc": 36.25
    },
    "MathVerse": {
      "Text Dominant": {
        "accuracy": 37.56,
        "correct": 296,
        "total": 788
      },
      "Total": {
        "accuracy": 30.63,
        "correct": 1207,
        "total": 3940
      },
      "Text Lite": {
        "accuracy": 33.5,
        "correct": 264,
        "total": 788
      },
      "Vision Intensive": {
        "accuracy": 31.35,
        "correct": 247,
        "total": 788
      },
      "Vision Dominant": {
        "accuracy": 30.84,
        "correct": 243,
        "total": 788
      },
      "Vision Only": {
        "accuracy": 19.92,
        "correct": 157,
        "total": 788
      },
      "accuracy": 30.63,
      "acc_stderr": 0,
      "acc": 30.63
    },
    "Ocrlite": {
      "final_score": [
        680,
        1644
      ],
      "accuracy": 41.363,
      "Key Information Extraction-Bookshelf": [
        6,
        51,
        0.118,
        {
          "Default": [
            6,
            51,
            0.118
          ]
        }
      ],
      "Scene Text-centric VQA-diet_constraints": [
        49,
        90,
        0.544,
        {
          "Default": [
            49,
            90,
            0.544
          ]
        }
      ],
      "Doc-oriented VQA-Control": [
        35,
        189,
        0.185,
        {
          "Default": [
            35,
            189,
            0.185
          ]
        }
      ],
      "Doc-oriented VQA": [
        78,
        204,
        0.382,
        {
          "Default": [
            78,
            204,
            0.382
          ]
        }
      ],
      "Scene Text-centric VQA-Fake_logo": [
        35,
        119,
        0.294,
        {
          "Default": [
            35,
            119,
            0.294
          ]
        }
      ],
      "Handwritten Mathematical Expression Recognition": [
        1,
        100,
        0.01,
        {
          "Default": [
            1,
            100,
            0.01
          ]
        }
      ],
      "Key Information Extraction": [
        131,
        209,
        0.627,
        {
          "Default": [
            131,
            209,
            0.627
          ]
        }
      ],
      "Scene Text-centric VQA-Control": [
        112,
        200,
        0.56,
        {
          "Default": [
            112,
            200,
            0.56
          ]
        }
      ],
      "Scene Text-centric VQA": [
        122,
        282,
        0.433,
        {
          "Default": [
            122,
            282,
            0.433
          ]
        }
      ],
      "Artistic Text Recognition": [
        31,
        50,
        0.62,
        {
          "Default": [
            31,
            50,
            0.62
          ]
        }
      ],
      "Irregular Text Recognition": [
        31,
        50,
        0.62,
        {
          "Default": [
            31,
            50,
            0.62
          ]
        }
      ],
      "Non-Semantic Text Recognition": [
        14,
        50,
        0.28,
        {
          "Default": [
            14,
            50,
            0.28
          ]
        }
      ],
      "Regular Text Recognition": [
        35,
        50,
        0.7,
        {
          "Default": [
            35,
            50,
            0.7
          ]
        }
      ],
      "acc_stderr": 0,
      "acc": 41.363
    },
    "OcrliteZh": {
      "final_score": [
        101,
        234
      ],
      "accuracy": 43.162,
      "Docvqa": [
        3,
        10,
        0.3,
        {
          "Default": [
            3,
            10,
            0.3
          ]
        }
      ],
      "Chartqa-human": [
        4,
        10,
        0.4,
        {
          "Default": [
            4,
            10,
            0.4
          ]
        }
      ],
      "Chartqa-au": [
        5,
        10,
        0.5,
        {
          "Default": [
            5,
            10,
            0.5
          ]
        }
      ],
      "infographic": [
        5,
        10,
        0.5,
        {
          "Default": [
            5,
            10,
            0.5
          ]
        }
      ],
      "Key Information Extraction": [
        33,
        45,
        0.733,
        {
          "Default": [
            33,
            45,
            0.733
          ]
        }
      ],
      "Scene Text-centric VQA": [
        14,
        40,
        0.35,
        {
          "Default": [
            14,
            40,
            0.35
          ]
        }
      ],
      "Artistic Text Recognition": [
        1,
        11,
        0.091,
        {
          "Default": [
            1,
            11,
            0.091
          ]
        }
      ],
      "IrRegular Text Recognition": [
        2,
        11,
        0.182,
        {
          "Default": [
            2,
            11,
            0.182
          ]
        }
      ],
      "Non-semantic Text Recognition": [
        6,
        12,
        0.5,
        {
          "Default": [
            6,
            12,
            0.5
          ]
        }
      ],
      "Regular Text Recognition": [
        6,
        11,
        0.545,
        {
          "Default": [
            6,
            11,
            0.545
          ]
        }
      ],
      "Handwriting_CN": [
        7,
        20,
        0.35,
        {
          "Default": [
            7,
            20,
            0.35
          ]
        }
      ],
      "Chinese Unlimited": [
        15,
        44,
        0.341,
        {
          "Default": [
            15,
            44,
            0.341
          ]
        }
      ],
      "acc_stderr": 0,
      "acc": 43.162
    },
    "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
        },
        "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
        },
        "By Year": {
          "2020": 55.97,
          "2021": 54.89,
          "2022": 55.02,
          "2023": 59.17
        },
        "N_valid": 4000,
        "N_invalid": 0,
        "Question Type": "Descriptive"
      },
      "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
        },
        "By Source": {
          "GPT-Sourced": 38.04,
          "GPT-Inspired": 28.7,
          "Completely Human": 35.17
        },
        "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
        },
        "By Year": {
          "2020": 30.36,
          "2021": 34.48,
          "2022": 38.11,
          "2023": 34.27
        },
        "By Subplot": {
          "1 Subplot": 38.34,
          "2-4 Subplots": 32.8,
          "5+ Subplots": 30.08
        },
        "N_valid": 1000,
        "N_invalid": 0,
        "Question Type": "Reasoning"
      },
      "accuracy": 45.27,
      "acc_stderr": 0,
      "acc": 45.27
    },
    "MathVision": {
      "accuracy": 15.95,
      "acc_stderr": 0,
      "acc": 15.95
    },
    "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
      },
      "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
    }
  }
}