| { |
| "protocol": "top-10 RAG; deep recall diagnostic only", |
| "timing_warning": "rank-stage timings for current P sweep are diagnostic Python timings; neural baseline encoder latency is not available in the current ledger", |
| "trec_covid": { |
| "baselines": { |
| "Exact TF-IDF": { |
| "nDCG@10": 0.3738, |
| "MRR@10": 0.5915, |
| "P@10": 0.402, |
| "R@10": 0.01053 |
| }, |
| "BM25 local": { |
| "nDCG@10": 0.5743, |
| "MRR@10": 0.7593, |
| "P@10": 0.636, |
| "R@10": 0.01576 |
| }, |
| "Contriever + FAISS": { |
| "nDCG@10": 0.596 |
| }, |
| "SPLADE++": { |
| "nDCG@10": 0.727 |
| }, |
| "BGE-base + FAISS Flat": { |
| "nDCG@10": 0.781 |
| }, |
| "Modern ColBERT": { |
| "nDCG@10": 0.834, |
| "MRR@10": 0.953, |
| "P@10": 0.882 |
| }, |
| "Previous OURS": { |
| "nDCG@10": 0.502, |
| "MRR@10": 0.744, |
| "P@10": 0.538, |
| "R@10": 0.01345 |
| }, |
| "Current OURS P=2000 HQ-div": { |
| "nDCG@10": 0.553081, |
| "MRR@10": 0.777222, |
| "P@10": 0.608, |
| "R@10": 0.0154371 |
| }, |
| "Current OURS P=100 HQ-div": { |
| "nDCG@10": 0.598958, |
| "MRR@10": 0.82519, |
| "P@10": 0.652, |
| "R@10": 0.016279, |
| "Hit@10": 1.0 |
| } |
| }, |
| "sweep": { |
| "25": { |
| "nDCG@10": 0.5631635546257205, |
| "MRR@10": 0.8066666666666665, |
| "P@10": 0.584, |
| "R@10": 0.014844964287452928, |
| "Hit@10": 1.0, |
| "pool_recall_micro": 0.0231832367365136, |
| "avg_candidates": 17575.12, |
| "rank_median_ms": 0.6703369999740971, |
| "rank_p95_ms": 0.8246386498285574 |
| }, |
| "50": { |
| "nDCG@10": 0.5811869604637284, |
| "MRR@10": 0.813047619047619, |
| "P@10": 0.6260000000000001, |
| "R@10": 0.015476926318772193, |
| "Hit@10": 1.0, |
| "pool_recall_micro": 0.04316459287480241, |
| "avg_candidates": 17575.12, |
| "rank_median_ms": 0.8007569999790576, |
| "rank_p95_ms": 0.9298857503381439 |
| }, |
| "100": { |
| "nDCG@10": 0.59895762984385, |
| "MRR@10": 0.8251904761904763, |
| "P@10": 0.652, |
| "R@10": 0.01627904331621708, |
| "Hit@10": 1.0, |
| "pool_recall_micro": 0.07692619462570421, |
| "avg_candidates": 17575.12, |
| "rank_median_ms": 1.050815999860788, |
| "rank_p95_ms": 1.1930039498565748 |
| }, |
| "200": { |
| "nDCG@10": 0.5514777375610368, |
| "MRR@10": 0.7631666666666667, |
| "P@10": 0.608, |
| "R@10": 0.015336707307046284, |
| "Hit@10": 1.0, |
| "pool_recall_micro": 0.1264945486969562, |
| "avg_candidates": 17575.12, |
| "rank_median_ms": 1.5264525000020512, |
| "rank_p95_ms": 1.6499816999612449 |
| }, |
| "500": { |
| "nDCG@10": 0.5492947221485585, |
| "MRR@10": 0.7759999999999999, |
| "P@10": 0.5960000000000001, |
| "R@10": 0.015097100839962675, |
| "Hit@10": 1.0, |
| "pool_recall_micro": 0.21590402464232156, |
| "avg_candidates": 17575.12, |
| "rank_median_ms": 3.228979499908746, |
| "rank_p95_ms": 5.171297550054979 |
| } |
| } |
| }, |
| "scifact": { |
| "baselines": { |
| "Exact TF-IDF": { |
| "nDCG@10": 0.578, |
| "MRR@10": 0.5437, |
| "P@10": 0.0797, |
| "R@10": 0.7135 |
| }, |
| "BM25": { |
| "nDCG@10": 0.6623, |
| "MRR@10": 0.6293, |
| "P@10": 0.0863, |
| "R@10": 0.7809 |
| }, |
| "MiniLM + exact FAISS": { |
| "nDCG@10": 0.6451, |
| "MRR@10": 0.611 |
| }, |
| "Contriever-MS MARCO": { |
| "nDCG@10": 0.677 |
| }, |
| "SPLADE++": { |
| "nDCG@10": 0.704 |
| }, |
| "BGE-base + FAISS": { |
| "nDCG@10": 0.741 |
| }, |
| "Modern ColBERT": { |
| "nDCG@10": 0.764, |
| "MRR@10": 0.739, |
| "P@10": 0.098, |
| "R@10": 0.865 |
| }, |
| "Previous OURS": { |
| "nDCG@10": 0.425, |
| "MRR@10": 0.406, |
| "P@10": 0.056, |
| "R@10": 0.506 |
| }, |
| "Current OURS all routed (~157 avg)": { |
| "nDCG@10": 0.589315, |
| "MRR@10": 0.560915, |
| "P@10": 0.077667, |
| "R@10": 0.700333 |
| }, |
| "Current OURS P=100 HQ-div": { |
| "nDCG@10": 0.568515, |
| "MRR@10": 0.545151, |
| "P@10": 0.073667, |
| "R@10": 0.666333, |
| "Hit@10": 0.683333 |
| } |
| }, |
| "sweep": { |
| "25": { |
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| "MRR@10": 0.5380701058201058, |
| "P@10": 0.07166666666666666, |
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| "Hit@10": 0.6633333333333333, |
| "pool_recall_micro": 0.6814159292035398, |
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| "rank_median_ms": 0.6393210001078842, |
| "rank_p95_ms": 0.7256574998564247 |
| }, |
| "50": { |
| "nDCG@10": 0.5628440203177064, |
| "MRR@10": 0.5405198412698413, |
| "P@10": 0.07266666666666666, |
| "R@10": 0.6563333333333332, |
| "Hit@10": 0.6733333333333333, |
| "pool_recall_micro": 0.7079646017699115, |
| "avg_candidates": 156.75333333333333, |
| "rank_median_ms": 0.7425409999086696, |
| "rank_p95_ms": 0.809893949826801 |
| }, |
| "100": { |
| "nDCG@10": 0.5685151986151759, |
| "MRR@10": 0.5451507936507938, |
| "P@10": 0.07366666666666666, |
| "R@10": 0.6663333333333332, |
| "Hit@10": 0.6833333333333333, |
| "pool_recall_micro": 0.7227138643067846, |
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| "rank_median_ms": 0.9471355001551274, |
| "rank_p95_ms": 1.0313707000932482 |
| }, |
| "200": { |
| "nDCG@10": 0.5812687718988229, |
| "MRR@10": 0.5552751322751323, |
| "P@10": 0.076, |
| "R@10": 0.6863333333333332, |
| "Hit@10": 0.7033333333333334, |
| "pool_recall_micro": 0.7581120943952803, |
| "avg_candidates": 156.75333333333333, |
| "rank_median_ms": 1.1392639999030507, |
| "rank_p95_ms": 1.4626991999193706 |
| }, |
| "500": { |
| "nDCG@10": 0.5912184144501831, |
| "MRR@10": 0.5624100529100529, |
| "P@10": 0.078, |
| "R@10": 0.7036666666666667, |
| "Hit@10": 0.72, |
| "pool_recall_micro": 0.7817109144542773, |
| "avg_candidates": 156.75333333333333, |
| "rank_median_ms": 1.1373985000773246, |
| "rank_p95_ms": 2.050895700153888 |
| } |
| } |
| } |
| } |
