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Datasets:
aevionai
/
aevion-codebase-rag-benchmark

Tasks:
Question Answering
Languages:
English
Size:
10K<n<100K
Tags:
rag
code-retrieval
verified-ai
constitutional-halt
bft-consensus
aevion
License:
Dataset card Files
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aevion-codebase-rag-benchmark
File size: 10,094 Bytes
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{
  "auto_tune": true,
  "baseline_config": {
    "ensemble_top_k": 3,
    "ensemble_vote_threshold": 0.45,
    "final_match_ratio": 0.75,
    "min_match_ratio": 0.6,
    "min_step_k": 20,
    "noise_weight": 0.02,
    "step_k_ratio": 0.04
  },
  "baseline_consensus_avg_f1": 0.47029850455990496,
  "baseline_consensus_exact_match_rate": 0.25833333333333336,
  "baseline_oracle_avg_f1": 0.0,
  "baseline_oracle_exact_match_rate": 0.0,
  "baseline_structural_avg_f1": 0.4415286064781055,
  "baseline_structural_ensemble_avg_f1": 0.48762858839369577,
  "baseline_structural_ensemble_exact_match_rate": 0.225,
  "baseline_structural_exact_match_rate": 0.24166666666666667,
  "baseline_target_avg_f1": 0.48762858839369577,
  "baseline_target_exact_match_rate": 0.225,
  "calibration_queries": 120,
  "explored_count": 64,
  "objective": "verified_structural_ensemble.avg_f1 + 0.20 * verified_structural_ensemble.exact_match_rate",
  "row_counts": {
    "baseline_evals": 600,
    "tuned_evals": 600
  },
  "top_candidates": [
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      "config": {
        "ensemble_top_k": 2,
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        "final_match_ratio": 0.65,
        "min_match_ratio": 0.7,
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        "noise_weight": 0.01,
        "step_k_ratio": 0.06
      },
      "consensus_avg_f1": 0.5289943584619461,
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      "objective_score": 0.6310773448946905,
      "oracle_avg_f1": 0.0,
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      "structural_avg_f1": 0.4698285430974753,
      "structural_ensemble_avg_f1": 0.5510773448946905,
      "structural_ensemble_exact_match_rate": 0.4,
      "structural_exact_match_rate": 0.26666666666666666,
      "target": "verified_structural_ensemble",
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      "target_exact_match_rate": 0.4
    },
    {
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      "oracle_avg_f1": 0.0,
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      "structural_avg_f1": 0.4698285430974753,
      "structural_ensemble_avg_f1": 0.5510773448946905,
      "structural_ensemble_exact_match_rate": 0.4,
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      "target": "verified_structural_ensemble",
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    },
    {
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      "target_exact_match_rate": 0.4
    },
    {
      "config": {
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        "final_match_ratio": 0.75,
        "min_match_ratio": 0.7,
        "min_step_k": 20,
        "noise_weight": 0.01,
        "step_k_ratio": 0.06
      },
      "consensus_avg_f1": 0.5289943584619461,
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      "objective_score": 0.6310773448946905,
      "oracle_avg_f1": 0.0,
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      "structural_ensemble_exact_match_rate": 0.4,
      "structural_exact_match_rate": 0.26666666666666666,
      "target": "verified_structural_ensemble",
      "target_avg_f1": 0.5510773448946905,
      "target_exact_match_rate": 0.4
    },
    {
      "config": {
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      "oracle_avg_f1": 0.0,
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      "target": "verified_structural_ensemble",
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      "target_exact_match_rate": 0.4
    },
    {
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        "noise_weight": 0.01,
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      "oracle_avg_f1": 0.0,
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      "structural_avg_f1": 0.4698285430974753,
      "structural_ensemble_avg_f1": 0.5510773448946905,
      "structural_ensemble_exact_match_rate": 0.4,
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      "target": "verified_structural_ensemble",
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      "target_exact_match_rate": 0.4
    },
    {
      "config": {
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        "final_match_ratio": 0.65,
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        "noise_weight": 0.0,
        "step_k_ratio": 0.08
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      "consensus_exact_match_rate": 0.35833333333333334,
      "objective_score": 0.6310773448946905,
      "oracle_avg_f1": 0.0,
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      "structural_avg_f1": 0.48202166428050436,
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      "target": "verified_structural_ensemble",
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      "target_exact_match_rate": 0.4
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    {
      "config": {
        "ensemble_top_k": 3,
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      "structural_ensemble_exact_match_rate": 0.4,
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      "target": "verified_structural_ensemble",
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      "target_exact_match_rate": 0.4
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      "oracle_avg_f1": 0.0,
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      "structural_ensemble_exact_match_rate": 0.4,
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      "target": "verified_structural_ensemble",
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      "objective_score": 0.6310773448946905,
      "oracle_avg_f1": 0.0,
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      "structural_avg_f1": 0.48959161783098026,
      "structural_ensemble_avg_f1": 0.5510773448946905,
      "structural_ensemble_exact_match_rate": 0.4,
      "structural_exact_match_rate": 0.275,
      "target": "verified_structural_ensemble",
      "target_avg_f1": 0.5510773448946905,
      "target_exact_match_rate": 0.4
    }
  ],
  "tune_target": "verified_structural_ensemble",
  "tuned_config": {
    "ensemble_top_k": 2,
    "ensemble_vote_threshold": 0.4,
    "final_match_ratio": 0.65,
    "min_match_ratio": 0.7,
    "min_step_k": 20,
    "noise_weight": 0.01,
    "step_k_ratio": 0.06
  },
  "tuned_consensus_avg_f1": 0.5289943584619461,
  "tuned_consensus_exact_match_rate": 0.375,
  "tuned_oracle_avg_f1": 0.0,
  "tuned_oracle_exact_match_rate": 0.0,
  "tuned_structural_avg_f1": 0.4698285430974753,
  "tuned_structural_ensemble_avg_f1": 0.5510773448946905,
  "tuned_structural_ensemble_exact_match_rate": 0.4,
  "tuned_structural_exact_match_rate": 0.26666666666666666,
  "tuned_target_avg_f1": 0.5510773448946905,
  "tuned_target_exact_match_rate": 0.4
}