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"devstral-small-24b::hybrid::none": { "wins": 5, "losses": 0, "count": 7, "mean": 0.2000913508260447 }, "mistral-small-3.2-24b::hybrid::none": { "wins": 5, "losses": 0, "count": 7, "mean": 0.2000913508260447 }, "granite-4-30b::hybrid::none": { "wins": 5, "losses": 0, "count": 7, "mean": 0.2000913508260447 } } }, "metrics_def": [ { "key": "mrr", "label": "MRR", "field": "mrr", "higher": true, "fmt": "f3", "tip": "MRR", "scale": 1 }, { "key": "h1", "label": "H@1", "field": "hit_at_1", "higher": true, "fmt": "f2", "tip": "H@1", "scale": 1 }, { "key": "h5", "label": "H@5", "field": "hit_at_5", "higher": true, "fmt": "f2", "tip": "H@5", "scale": 1 }, { "key": "ndcg", "label": "nDCG", "field": "ndcg_at_10", "higher": true, "fmt": "f3", "tip": "nDCG", "scale": 1 }, { "key": "p50", "label": "P50 ms", "field": "p50_retrieval_latency_ms", "higher": false, "fmt": "g0", "tip": "P50", "scale": 1 }, { "key": "p95", "label": "P95 ms", "field": "p95_retrieval_latency_ms", "higher": false, "fmt": "g0", "tip": "P95", "scale": 1 }, { "key": "build", "label": "Build s", "field": "index_build_seconds", "higher": false, "fmt": "g1", "tip": "build", "scale": 1 }, { "key": "gen", "label": "gen", "field": "generation_acc", "higher": true, "fmt": "f3", "tip": "gen", "scale": 1 }, { "key": "gen_ms", "label": "gen ms", "field": "p50_generation_latency_ms", "higher": false, "fmt": "f0", "tip": "gen ms", "scale": 1 }, { "key": "tok_s", "label": "tok/s", "field": "generation_tokens_per_sec", "higher": true, "fmt": "f0", "tip": "tok/s", "scale": 1 }, { "key": "gen_cost", "label": "gen $", "field": "est_generation_cost_per_query_usd", "higher": false, "fmt": "f5", "tip": "gen $", "scale": 1 }, { "key": "cost", "label": "$/kq", "field": "est_cost_per_query_usd", "higher": false, "fmt": "f2", "tip": "$/kq", "scale": 1000 }, { "key": "par", "label": "par", "field": "paraphrase_drop", "higher": true, "fmt": "f3", "tip": "par", "scale": 1 }, { "key": "shift", "label": "shift", "field": "shift_drop", "higher": true, "fmt": "f3", "tip": "shift", "scale": 1 } ], "glossary": { "model": "The generation model in the pipeline. 'retrieval-only' means no LLM generation step was run for this row.", "retriever": "Retrieval strategy used to fetch candidate documents (e.g. hybrid = BM25 + dense embeddings; bm25-only = lexical; splade-only = learned sparse).", "reranker": "Cross-encoder reranker applied after retrieval ('none' = no reranking; minilm / mxbai are reranker models).", "MRR": "Mean Reciprocal Rank — average of 1/rank for the first relevant doc retrieved per query. Range 0–1; higher is better.", "H@1": "Hit@1 — fraction of queries where the top-1 retrieved doc is relevant. Higher is better.", "H@5": "Hit@5 — fraction of queries where any of the top-5 retrieved docs is relevant. Higher is better.", "nDCG": "Normalized Discounted Cumulative Gain @10 — position-weighted relevance of the top-10 results. Higher is better.", "P50": "Median (50th percentile) per-query retrieval latency in milliseconds. Lower is better.", "P95": "95th percentile retrieval latency — the tail (worst-case) cost per query, in milliseconds. Lower is better.", "build": "Index build time in seconds for this benchmark corpus. Lower is better.", "gen": "Generation score (task-dependent): for multiple-choice benchmarks, the fraction of questions answered correctly given retrieved context; for the language-following benchmark, the fraction of responses written in the user's language. Higher is better.", "gen ms": "Median per-query generation latency (time-to-first-token + generation) in milliseconds. Lower is better.", "tok/s": "LLM output tokens generated per second on this benchmark. Higher is better.", "gen $": "Estimated generation cost per query in USD (token usage × model price). Lower is better.", "$/kq": "Total estimated cost per 1,000 queries in USD (retrieval + generation). Lower is better.", "par": "Paraphrase robustness — MRR on paraphrased queries minus MRR on originals. Near zero is expected; large negative means fragile exact-match retrieval.", "shift": "Held-out (domain-shifted) slice MRR — measures out-of-distribution generalization on an unseen query subset.", "n": "Number of queries evaluated for this row.", "verdict": "Whether the winning candidate is statistically distinct from the runner-up. 'winner clear' = winner's Wilson CI lower bound exceeds runner-up's upper bound; 'inconclusive' = confidence intervals overlap (within noise); 'no signal' = too few valid candidates; 'all disqualified' = every candidate failed a hard gate.", "Pareto": "Pareto front — a pipeline not dominated by any other on (accuracy, latency, build-cost) simultaneously. Marked with ★.", "DQ": "Disqualified — violated one of the profile's hard gates: DQ:latency (p50 over budget), DQ:cost (cost per query over ceiling), or DQ:accuracy (MRR or generation score below the floor).", "pick": "The router's single recommended pipeline (model / retriever / reranker) for this client profile on this benchmark.", "profile": "A client requirements file (not a model) declaring latency / cost / accuracy hard gates plus utility weights used to rank surviving candidates." }, "provenance": { "merged_from": [ "reports/weekly/2026-06-29/retrieval/raw/run.json", "reports/weekly/2026-06-29/models/devstral-123b/raw/run.json", "reports/weekly/2026-06-29/models/ministral-14b-reasoning/raw/run.json", "reports/weekly/2026-06-29/models/magistral-small/raw/run.json", "reports/weekly/2026-06-29/models/devstral-small-24b/raw/run.json", "reports/weekly/2026-06-29/models/mistral-small-3.2-24b/raw/run.json", "reports/weekly/2026-06-29/models/granite-4-30b/raw/run.json" ], "merged_at": "2026-06-29T15:28:40.311551+00:00", "weekly": true }, "n_candidates": 30, "n_queries": 100 }