{
  "blip2_results": [
    {
      "model": "blip2",
      "dataset": "mmubench",
      "method": "gradient_ascent",
      "seed": 42,
      "FA": 0.6666666666666666,
      "RA": 0.6,
      "AD": 1.869140625,
      "retrained_distance": 0.03396741426331573
    },
    {
      "model": "blip2",
      "dataset": "mmubench",
      "method": "finetune_retain",
      "seed": 42,
      "FA": 0.6666666666666666,
      "RA": 0.63,
      "AD": 44.84375,
      "retrained_distance": 0.12192832531582098
    }
  ],
  "blip2_tau": {
    "FA_RA": null,
    "FA_AD": null,
    "RA_AD": -1.0,
    "primary_pair": "RA,AD (FA tied)",
    "primary_tau": -1.0
  },
  "llava_tau_reference": {
    "FA_RA": 0.85,
    "FA_AD": -0.26,
    "RA_AD": -0.11
  },
  "contradiction_replicated": true,
  "fa_tied": true,
  "note": "2-method minimal validation on MMUBench. \u03c4(FA,AD) undefined if both methods tied on FA (identical scores). In that case \u03c4(RA,AD) is the primary contradiction signal. Primary signal: \u03c4(RA,AD (FA tied)) = -1.0. Contradiction confirmed: output-surface (RA) vs oracle-alignment (AD) disagree."
}