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soma-cot-compression
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{
  "challenges": 75,
  "offset": 0,
  "baseline_target_compression": 78.971,
  "results": {
    "flat_B25": {
      "compression_percent": 78.971,
      "term_retention": 0.9043,
      "zero_retention_challenges": 0,
      "f1": 0.8431,
      "base_budget": 25
    },
    "sqrt": {
      "compression_percent": 78.926,
      "term_retention": 0.9057,
      "zero_retention_challenges": 0,
      "f1": 0.8435,
      "base_budget": 2,
      "delta_term_vs_flat": 0.0014,
      "delta_comp_vs_flat": -0.045
    },
    "log": {
      "compression_percent": 79.061,
      "term_retention": 0.9022,
      "zero_retention_challenges": 0,
      "f1": 0.8427,
      "base_budget": 5,
      "delta_term_vs_flat": -0.0021,
      "delta_comp_vs_flat": 0.09
    },
    "frac": {
      "compression_percent": 78.974,
      "term_retention": 0.9033,
      "zero_retention_challenges": 0,
      "f1": 0.8427,
      "base_budget": 2,
      "delta_term_vs_flat": -0.001,
      "delta_comp_vs_flat": 0.003
    },
    "tiered": {
      "compression_percent": 79.291,
      "term_retention": 0.9044,
      "zero_retention_challenges": 0,
      "f1": 0.845,
      "base_budget": 12,
      "delta_term_vs_flat": 0.0001,
      "delta_comp_vs_flat": 0.32
    }
  }
}