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{
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"date": "2026-06-29",
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},
"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
}