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soma-cot-compression
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{
  "challenges": 75,
  "offset": 75,
  "baseline_target_compression": 79.938,
  "results": {
    "flat_B25": {
      "compression_percent": 79.938,
      "term_retention": 0.9064,
      "zero_retention_challenges": 0,
      "f1": 0.8495,
      "base_budget": 25
    },
    "sqrt": {
      "compression_percent": 79.848,
      "term_retention": 0.907,
      "zero_retention_challenges": 0,
      "f1": 0.8493,
      "base_budget": 2,
      "delta_term_vs_flat": 0.0006,
      "delta_comp_vs_flat": -0.09
    },
    "log": {
      "compression_percent": 80.005,
      "term_retention": 0.9044,
      "zero_retention_challenges": 0,
      "f1": 0.849,
      "base_budget": 5,
      "delta_term_vs_flat": -0.002,
      "delta_comp_vs_flat": 0.067
    },
    "frac": {
      "compression_percent": 79.866,
      "term_retention": 0.9063,
      "zero_retention_challenges": 0,
      "f1": 0.8491,
      "base_budget": 1,
      "delta_term_vs_flat": -0.0001,
      "delta_comp_vs_flat": -0.072
    },
    "tiered": {
      "compression_percent": 80.286,
      "term_retention": 0.9049,
      "zero_retention_challenges": 0,
      "f1": 0.8508,
      "base_budget": 12,
      "delta_term_vs_flat": -0.0015,
      "delta_comp_vs_flat": 0.348
    }
  }
}