# Recall — recommended config (2026-06-14)

Best end-to-end setup from the overnight campaign. Full write-up: see
`cotscan_live/STATUS_2026-06-14_recall_improvements.md` in the git repo.

## Use these artifacts
| component | path | why |
|---|---|---|
| GATE | `trigger_experiment/recall_contrastive_v3/artifacts/gate.npz` | best generation-distribution false-fire; cot/chat AUC ~0.90/0.93 preserved |
| RETRIEVER (generation) | raw-QK `BlockArchive(mode="qk")` | raw-QK >= learned indexer in generation (88% vs 75%) |
| RETRIEVER (held-out / offline) | `trigger_experiment/recall_mix_v1/artifacts/indexer.npz` | top-2 0.998 held-out |
| pooler / base / package | `fft_out/pooler.pt`, `fft_hf`, `recall_kit/` | unchanged |

## Operating threshold (generation, raw-QK)
- recall-favoring: **thresh ≈ −1.5 to −2.0** → ~88% chat recall (SP-without-recall = 0%).
- precision-favoring: **thresh ≈ −1.2** → ~75% recall, casual false-fire ~38%.

## Measured (multi-fact chat needle, N=8, item-disjoint)
- recall 88% / retrieval 100% (raw-QK) / SP-no-recall 0%.
- detection AUC: cot ~0.90, chat ~0.93 (maintained vs Dolphin-only 0.888 chat).
- casual false-fire: held-out per-position 3–5%; per-turn generation ~62% @88% recall — the
  remaining lever is a RUNTIME mitigation (fire-once-per-turn / hysteresis / relevance gate),
  not more gate data.

## Gate lineage
dolphin-only (v4) -> recall_mix_v1 (diversified) -> recall_contrastive_v1/v2 (hard negatives)
-> recall_contrastive_v3 (generation-distribution negatives, recommended).