search-reranker-broad-policy-v8

Broad-policy serving-profile release for gov search.

This is a serving-profile release over temsa/search-reranker-broad-policy-v7:

  • same raw weights
  • same q8 ONNX artifact family
  • shorter and better broad-policy route at max_length=160
  • shorter office-holder route at max_length=208

Recommended serving profiles

Broad policy queries:

  • policy: gov_broad_v1
  • backend: onnx
  • threads: 10
  • max length: 160

Office-holder identity queries:

  • policy: office_holder_v1
  • backend: onnx
  • threads: 10
  • max length: 208

Key q8 results

Suite v8
Legacy policy all v2 MRR@10 (160) 0.9196
Corrected policy holdout v5 MRR@10 (160) 1.0000
Fresh policy holdout v6 MRR@10 (160) 0.9500
Fresh policy holdout v7 MRR@10 (160) 0.9500
Office valid MRR@10 (208) 1.0000
Office holdout v3 MRR@10 (208) 1.0000
Office holdout v4 MRR@10 (208) 0.9659

Representative throughput:

  • fresh policy holdout v7 (160): 29.13 qps
  • office valid (208): 25.83 qps
  • office holdout v3 (208): 25.89 qps

Portfolio comparison

Updated 2026-03-20 from local reranker reports only.

Use this section as the side-by-side public temsa reranker view. Cells are intentionally left out or summarized when the local report set does not contain a trustworthy non-quantized benchmark for the same public path.

General bilingual rerankers

Repo Primary role Non-quantized path Quantized path Extra trustworthy signals
temsa/search-reranker-broad-v1 Broad final-stage reranker ONNX fp32 l256: proxy 0.9490 / 2.08 qps Sibling q8 l160: proxy 0.9458 / 8.41 qps office 0.8056; hard-k10 0.9815; holdout-a03 0.8759
temsa/search-reranker-broad-v1-qint8 Broad CPU q8 sibling See temsa/search-reranker-broad-v1 ONNX q8 l160: proxy 0.9458 / 8.41 qps office 0.8056; hard-k10 0.9815; holdout-a03 0.8759
temsa/search-reranker-irishgov-l6-fast-v1 Fast stage-1 / cascade prefilter PT l192: proxy 0.9192 / 7.99 qps ONNX q8 l128: proxy 0.9218 / 27.25 qps office 1.0000; holdout-a03 0.9259
temsa/search-reranker-irishgov-l6-fast-v2 Fast K=10 policy serving release Same raw checkpoint family as v1; q8 with corrected temporal + office policy is the recommended path ONNX q8 l160/t10: corrected holdout-v5 1.0000 / 47.68 qps office-holdout-v3 1.0000; office-valid 1.0000; legacy-holdout-v4 0.9375
temsa/search-reranker-irishgov-l6-fast-v3 Fastest public K=10 serving profile Same raw checkpoint family as v2; the value is the shorter recommended serving length on corrected gates ONNX q8 l128/t10: corrected holdout-v5 1.0000 / 48.27 qps office-holdout-v3 1.0000; office-valid 1.0000; legacy-holdout-v4 0.9444
temsa/search-reranker-irishgov-l6-fast-v4 Current best fast K=10 reranker Margin-MSE style continuation over v3; q8 per-channel is the recommended deployed artifact ONNX q8 per-channel l128/t10: corrected holdout-v5 1.0000 / 50.78 qps office-holdout-v3 1.0000; office-valid 1.0000; legacy-holdout-v4 0.9444
temsa/search-reranker-irishgov-l6-fast-v5 Fast K=10 serving release with shorter broad-policy route Same raw checkpoint family as v4; the value is a shorter broad-policy serving profile while keeping the office route unchanged ONNX q8 per-channel gov_broad_v1 l104/t10: corrected holdout-v5 1.0000 / 55.77 qps fresh-holdout-v6 0.8917; office-holdout-v3 1.0000; office-valid 1.0000
temsa/search-reranker-irishgov-l5-k10-v1 Fast K=10 direct reranker PT l160: proxy 0.8800 / 1.32 qps ONNX q8 l140: proxy 0.8872 / 28.72 qps office 1.0000; hard-k10 0.9815; holdout-a03 0.9630
temsa/search-reranker-irishgov-l5-k10-v2 Current K=10 successor PT l128: office 1.0000, finephrase 0.9405 ONNX q8 l140: proxy 0.8853 / 28.27 qps office 1.0000; holdout-a03 1.0000

Policy rerankers

Repo Primary role Non-quantized path Quantized path Extra trustworthy signals
temsa/search-reranker-broad-policy-v1 Broad policy-tuned reranker PT l224: policy-all 0.9270 / 7.94 qps ONNX q8 l224: policy-all 0.9205 / 27.55 qps office 0.9537; holdout-a04 0.9049
temsa/search-reranker-broad-policy-v3 Current broad policy successor ONNX fp32 l224: policy-all 0.9259 / 15.75 qps ONNX q8 reduce_range l224: policy-all 0.9268 / 30.12 qps office 0.9676; holdout-v3 0.9286
temsa/search-reranker-broad-policy-v4 Current broad policy serving release Same raw checkpoint family as v3; q8 gov_broad_v1 is the recommended path ONNX q8 reduce_range + gov_broad_v1 l224: policy-all 0.9257 / 31.64 qps office 0.9676; holdout-v3 0.9271; holdout-v4 0.9583
temsa/search-reranker-broad-policy-v5 Current broad policy serving release Same raw checkpoint family as v4; q8 gov_broad_v1 is the recommended path ONNX q8 reduce_range + gov_broad_v1 l224/t10: policy-all 0.9711 / 26.12 qps office 1.0000; holdout-v3 1.0000; holdout-v4 1.0000
temsa/search-reranker-broad-policy-v6 Broad policy serving release with corrected temporal gate Same raw checkpoint family as v5; q8 gov_broad_v1 + office_holder_v1 is the recommended path ONNX q8 gov_broad_v1 l176/t10: corrected holdout-v5 0.8657 / 25.74 qps office-l160 1.0000; legacy-holdout-v4 0.9444; legacy-policy-all 0.9167
temsa/search-reranker-broad-policy-v7 Broad policy serving release with stronger latest-turn and topic-specific news routing Same raw checkpoint family as v6; q8 gov_broad_v1 + office_holder_v1 is the recommended path ONNX q8 gov_broad_v1 l176/t10: fresh holdout-v6 0.9375 / 15.65 qps office-l224 1.0000; office-holdout-v4 0.9659; corrected-holdout-v5 1.0000; legacy-policy-all 0.9196
temsa/search-reranker-broad-policy-v8 Broad policy serving-profile release with shorter broad and office routes Same raw checkpoint family as v7; q8 gov_broad_v1 + office_holder_v1 is the recommended path ONNX q8 gov_broad_v1 l160/t10: fresh holdout-v7 0.9500 / 29.85 qps office-l208 1.0000; office-holdout-v3 1.0000; office-holdout-v4 0.9659; fresh-holdout-v6 0.9500
temsa/search-reranker-broad-policy-v9 Broad policy serving release with stronger year-specific change-history routing Same raw checkpoint family as v8; q8 gov_broad_v1 + office_holder_v1 is the recommended path ONNX q8 gov_broad_v1 l160/t10: gov.ie category-policy corrected 1.0000 / 26.01 qps legacy-policy-all 0.9282; fresh-holdout-v6 0.9500; office-valid 1.0000; office-holdout-v4 0.9659

Dynamic q8 CPU at K=20

These rows use the current local K=20 benchmark harness:

  • proxy_k20: policy=none
  • broad_policy_k20: policy=gov_broad_v1
  • office_holder_k20: policy=office_holder_v1
  • fixed threads=10, batch_size=32
Repo Broad len Office len Proxy K=20 Broad-policy K=20 Office-holder K=20 Notes
temsa/search-reranker-broad-v1 160 160 0.9458 / 6.93 qps 0.9437 / 9.10 qps 0.6073 / 8.23 qps broad baseline
temsa/search-reranker-broad-v1-qint8 160 160 0.9458 / 6.65 qps 0.9437 / 6.62 qps 0.6073 / 5.91 qps q8 sibling repo
temsa/search-reranker-broad-policy-v1 224 224 0.9414 / 7.20 qps 0.9125 / 11.32 qps 0.6966 / 6.49 qps first policy model
temsa/search-reranker-broad-policy-v2 224 224 0.9414 / 6.44 qps 0.9125 / 9.40 qps 0.6966 / 7.75 qps office-policy serving fix era
temsa/search-reranker-broad-policy-v3 224 224 0.9364 / 7.38 qps 0.9250 / 12.20 qps 0.7451 / 7.15 qps custom CPU continuation
temsa/search-reranker-broad-policy-v4 224 224 0.9364 / 7.16 qps 0.9250 / 11.40 qps 0.7451 / 6.90 qps gov_broad_v1 serving route
temsa/search-reranker-broad-policy-v5 224 224 0.9364 / 7.00 qps 0.9250 / 12.35 qps 0.7451 / 6.47 qps stronger serving release
temsa/search-reranker-broad-policy-v6 176 160 0.9433 / 8.09 qps 0.9250 / 9.97 qps 0.7186 / 9.77 qps corrected temporal gate
temsa/search-reranker-broad-policy-v7 176 224 0.9433 / 7.91 qps 0.9250 / 12.11 qps 0.7451 / 7.49 qps stronger latest-turn routing
temsa/search-reranker-broad-policy-v8 160 208 0.9371 / 9.49 qps 0.9250 / 11.21 qps 0.7527 / 7.01 qps current broad fallback
temsa/search-reranker-broad-policy-v9 160 208 0.9371 / 8.97 qps 0.9250 / 11.56 qps 0.7527 / 6.62 qps current broad fallback + change-history fix
temsa/search-reranker-irishgov-l5-k10-v1 140 140 0.8872 / 15.56 qps 0.8938 / 21.68 qps 0.6751 / 21.01 qps fast K=10 direct
temsa/search-reranker-irishgov-l5-k10-v2 140 140 0.8853 / 18.06 qps 0.8854 / 18.87 qps 0.6327 / 17.93 qps fast K=10 successor
temsa/search-reranker-irishgov-l6-fast-v1 128 128 0.9286 / 18.70 qps 0.9042 / 17.65 qps 0.6934 / 20.36 qps fast stage-1 v1
temsa/search-reranker-irishgov-l6-fast-v2 128 128 0.9286 / 18.59 qps 0.9042 / 19.67 qps 0.6934 / 19.30 qps fast stage-1 v2
temsa/search-reranker-irishgov-l6-fast-v3 128 128 0.9286 / 18.48 qps 0.9042 / 18.60 qps 0.6934 / 19.30 qps shorter serving profile
temsa/search-reranker-irishgov-l6-fast-v4 128 128 0.9184 / 17.66 qps 0.9008 / 21.83 qps 0.7197 / 17.31 qps margin-MSE per-channel
temsa/search-reranker-irishgov-l6-fast-v5 104 128 0.8987 / 20.85 qps 0.9133 / 20.29 qps 0.7197 / 15.45 qps current fast route

Intentional gaps:

  • search-reranker-broad-v1: the local reports include strong fp32 ONNX proxy and office data, but not a matching fp32 in-domain finephrase / hard-K10 / holdout-A03 set, so those are not claimed here.
  • search-reranker-irishgov-l5-k10-v2: the local non-quantized reports are trustworthy for office / finephrase / hard-K10, but not for the same proxy runtime shape as the shipped q8 path.
  • search-reranker-irishgov-l6-fast-v1: the local non-quantized reports cover proxy and office, but not the fresh holdout-A03 slice used for the q8 K=10 comparison.
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