{
  "finding1_tau_matrix": {
    "tau_matrix": [
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    "p_matrix": [
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    "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,
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      "MIA_rank": 1,
      "AD_rank": 4,
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    {
      "method": "random_labels",
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      "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
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    {
      "method": "salun",
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      "AD_score": 51.1094,
      "JS_score": 0.0491,
      "FA_rank": 4,
      "RA_rank": 3,
      "MIA_rank": 2,
      "AD_rank": 2,
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  ],
  "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
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    "RA": {
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    "JS": {
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      "p_value": 0.7655679786158989
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  }
}