{
 "AUBIN-12B full precision (think)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.878,
   "brier": 0.1991,
   "ece15": 0.0628,
   "nll": 0.4183
  },
  "kev_test": {
   "n": 1200,
   "accuracy": 0.835,
   "brier": 0.2587,
   "ece15": 0.0451,
   "nll": 0.7674
  }
 },
 "AUBIN-31B (fast, one pass)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.8979,
   "brier": 0.1782,
   "ece15": 0.0782,
   "nll": 0.3786
  },
  "kev_test": {
   "n": 1200,
   "accuracy": 0.8375,
   "brier": 0.252,
   "ece15": 0.0698,
   "nll": 0.7191
  }
 },
 "AUBIN-31B (think)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.8902,
   "brier": 0.1799,
   "ece15": 0.0339,
   "nll": 0.3655
  },
  "kev_test": {
   "n": 1200,
   "accuracy": 0.8458,
   "brier": 0.2467,
   "ece15": 0.0344,
   "nll": 0.7547
  }
 },
 "AUBIN Duo (31B + 12B, think)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.8933,
   "brier": 0.1694,
   "ece15": 0.055,
   "nll": 0.3528
  },
  "kev_test": {
   "n": 1200,
   "accuracy": 0.85,
   "brier": 0.238,
   "ece15": 0.0252,
   "nll": 0.7524
  }
 },
 "AUBIN Duo (31B + 12B full precision, think)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.8948,
   "brier": 0.1688,
   "ece15": 0.0398,
   "nll": 0.3492
  },
  "kev_test": {
   "n": 1200,
   "accuracy": 0.8458,
   "brier": 0.2386,
   "ece15": 0.0281,
   "nll": 0.7185
  }
 },
 "AUBIN Duo-SC (31B self-consistent think + 12B full precision)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.8948,
   "brier": 0.1681,
   "ece15": 0.046,
   "nll": 0.3486
  },
  "kev_test": {
   "n": 1200,
   "accuracy": 0.8425,
   "brier": 0.2391,
   "ece15": 0.035,
   "nll": 0.7191
  }
 },
 "AUBIN Trio (31B-SC + 12B full precision + Phi-4)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.8887,
   "brier": 0.169,
   "ece15": 0.0384,
   "nll": 0.3472
  },
  "kev_test": {
   "n": 1200,
   "accuracy": 0.8508,
   "brier": 0.2369,
   "ece15": 0.0223,
   "nll": 0.6749
  }
 },
 "AUBIN Quad (31B-SC + 12B full precision + Phi-4 + Mistral-Small)": {
  "kev_transfer_test": {
   "n": 656,
   "accuracy": 0.8857,
   "brier": 0.1678,
   "ece15": 0.053,
   "nll": 0.3481
  }
 }
}