analysis/analysis_results.json

{
  "finding1_tau_matrix": {
    "tau_matrix": [
      [
        1.0,
        0.8518518518518519,
        0.5555555555555557,
        -0.2592592592592593,
        -0.07407407407407408
      ],
      [
        0.8518518518518519,
        1.0,
        0.5555555555555556,
        -0.11111111111111113,
        0.0740740740740741
      ],
      [
        0.5555555555555557,
        0.5555555555555556,
        1.0,
        -0.18518518518518526,
        -0.07407407407407407
      ],
      [
        -0.2592592592592593,
        -0.11111111111111113,
        -0.18518518518518526,
        1.0,
        0.44444444444444453
      ],
      [
        -0.07407407407407408,
        0.0740740740740741,
        -0.07407407407407407,
        0.44444444444444453,
        1.0
      ]
    ],
    "p_matrix": [
      [
        0.0,
        5.6708477461516386e-06,
        0.007669728020954256,
        0.04311073418146568,
        0.5587899692492142
      ],
      [
        5.6708477461516386e-06,
        0.0,
        0.005390882019515592,
        0.47136168054729377,
        0.6810571608718818
      ],
      [
        0.007669728020954256,
        0.005390882019515592,
        0.0,
        0.384191947993784,
        0.6952876854012655
      ],
      [
        0.04311073418146568,
        0.47136168054729377,
        0.384191947993784,
        0.0,
        4.366826031328028e-05
      ],
      [
        0.5587899692492142,
        0.6810571608718818,
        0.6952876854012655,
        4.366826031328028e-05,
        0.0
      ]
    ],
    "metric_names": [
      "FA",
      "RA",
      "MIA",
      "AD",
      "JS"
    ]
  },
  "finding1_contradiction": [
    {
      "method": "gradient_ascent",
      "FA_score": 0.6222,
      "RA_score": 0.62,
      "MIA_score": 0.2733,
      "AD_score": 105.0456,
      "JS_score": 0.0867,
      "FA_rank": 3,
      "RA_rank": 2,
      "MIA_rank": 1,
      "AD_rank": 4,
      "JS_rank": 3
    },
    {
      "method": "random_labels",
      "FA_score": 0.6111,
      "RA_score": 0.6267,
      "MIA_score": 0.3378,
      "AD_score": 41.401,
      "JS_score": 0.0382,
      "FA_rank": 1,
      "RA_rank": 1,
      "MIA_rank": 3,
      "AD_rank": 1,
      "JS_rank": 1
    },
    {
      "method": "finetune_retain",
      "FA_score": 0.6185,
      "RA_score": 0.58,
      "MIA_score": 0.3459,
      "AD_score": 87.1024,
      "JS_score": 0.1574,
      "FA_rank": 2,
      "RA_rank": 4,
      "MIA_rank": 4,
      "AD_rank": 3,
      "JS_rank": 4
    },
    {
      "method": "salun",
      "FA_score": 0.6222,
      "RA_score": 0.6,
      "MIA_score": 0.323,
      "AD_score": 51.1094,
      "JS_score": 0.0491,
      "FA_rank": 4,
      "RA_rank": 3,
      "MIA_rank": 2,
      "AD_rank": 2,
      "JS_rank": 2
    }
  ],
  "finding2_modality_compare": {
    "multimodal_mean_tau": 0.08610242435087354,
    "unimodal_mean_tau": 0.15800946427223814,
    "delta": 0.0719070399213646,
    "finding": "Metric agreement is 0.072 lower in multimodal settings. The two-pathway image+text architecture amplifies metric contradiction."
  },
  "finding3_reliability": {
    "FA": {
      "spearman_r": -0.4177916220015719,
      "p_value": 0.011230773315023548
    },
    "RA": {
      "spearman_r": 0.48365316307562467,
      "p_value": 0.0028042215785169288
    },
    "MIA": {
      "spearman_r": 0.22401597757064645,
      "p_value": 0.18903953402588844
    },
    "AD": {
      "spearman_r": -0.21532917220726358,
      "p_value": 0.20722367190215776
    },
    "JS": {
      "spearman_r": -0.051480051480051484,
      "p_value": 0.7655679786158989
    }
  }
}