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benchmark_report.md
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# Synthetic RAG Benchmark Report
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- Generated at: `2026-03-06T15:45:57.457782+00:00`
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- Seed: `1337`
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- Corpus docs: `1500`
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- Queries: `300`
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- Auto-tune: `True`
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- Retrieval config: `{'step_k_ratio': 0.06, 'min_step_k': 20, 'min_match_ratio': 0.7, 'final_match_ratio': 0.65, 'noise_weight': 0.01, 'ensemble_top_k': 2, 'ensemble_vote_threshold': 0.4}`
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## Aggregate Metrics
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| Method | Avg Precision | Avg Recall | Avg F1 | Exact Match Rate |
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|---|---:|---:|---:|---:|
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| naive | 0.5161 | 0.6567 | 0.4254 | 0.1167 |
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| instructed | 1.0000 | 0.3849 | 0.4627 | 0.2333 |
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| verified_structural | 1.0000 | 0.3849 | 0.4627 | 0.2333 |
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| verified_structural_ensemble | 1.0000 | 0.4590 | 0.5268 | 0.3333 |
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| verified_consensus | 1.0000 | 0.4372 | 0.5026 | 0.3167 |
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## Notes
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- `naive`: single partition `[n]`.
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- `instructed`: heuristic partition `[n-1, 1]` for `n > 1`.
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- `verified_structural`: non-oracle structural scorer (balance + step penalty + chunking heuristics).
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- `verified_structural_ensemble`: non-oracle vote across top structural partitions.
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- `verified_consensus`: non-oracle self-consistency scorer (retrieval stability + structure + match density).
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No theorem discharge is claimed by this benchmark.
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