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feat(search): commit-policy answer prompt to cut over-abstention - #71

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feat/answer-commit-policy
Jun 1, 2026
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feat(search): commit-policy answer prompt to cut over-abstention#71
us merged 1 commit into
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feat/answer-commit-policy

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@us us commented Jun 1, 2026

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Benchmark (50-q SimpleQA+FRAMES sample) baseline: 64% accuracy, but crw is near-zero hallucination (0 wrong SimpleQA / 2 FRAMES) and over-abstains (32% not-attempted). ~6 misses are 'present-but-hedged' (answer in sources, model hedged a range / withheld exact field). This rewrites the answer SYSTEM_PROMPT to a commit policy (reconcile + state the exact value when present; abstain only when truly absent), preserving the near-zero hallucination. Zero added latency. Cycle 1 of the benchmark improvement loop.

Benchmark on a 50-q sample (SimpleQA+FRAMES) showed crw is extremely
well-calibrated (near-zero hallucination: 0 wrong on SimpleQA, 2 on FRAMES)
but ABSTAINS too much (32% not-attempted) — the entire accuracy gap. ~6 of
the misses are "present-but-hedged": the answer IS in the sources but the
model hedged a range or withheld the exact field instead of committing.

Rewrite the answer SYSTEM_PROMPT to a commit policy: when the sources contain
the answer, reconcile minor disagreements / pick the most authoritative value
and state the exact value the query asks for (no ranges/approximations, give
the precise field); lead with the direct answer; abstain ONLY when the fact is
genuinely absent from every source. Preserves grounding + abstain-when-absent
(keeps the near-zero hallucination), targets the hedge-when-present misses.
Zero added latency/cost (same single chat call).
Copilot AI review requested due to automatic review settings June 1, 2026 21:18

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Pull request overview

Rewrites the answer model's SYSTEM_PROMPT to a "commit policy" that instructs the model to state exact values when present in sources (reconciling minor differences) rather than hedging or abstaining, while preserving the no-outside-knowledge constraint. Aimed at reducing over-abstention observed in benchmark cycle 1 without adding latency.

Changes:

  • Replaces the "no outside knowledge / abstain / 3–6 sentences" rules with explicit commit-to-answer guidance.
  • Requires leading with the direct answer and tightens length to 1–4 sentences.
  • Narrows the abstention condition to "genuinely absent from every source."

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@us
us merged commit cac7b29 into main Jun 1, 2026
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us added a commit that referenced this pull request Jun 1, 2026
…ed) (#72)

The commit-policy prompt (#71) was benchmarked and NET-REGRESSED: on the
50-q SimpleQA+FRAMES sample, overall accuracy fell 64%->48% and INCORRECT
exploded 2->17 — forcing commits made the model confidently wrong on
multi-hop chains and weak retrieval, destroying the near-zero-hallucination
property that was crw's strongest asset. Reverting to the baseline prompt.
The real accuracy lever is retrieval recall (get the right source into
context), not prompt-forced commits — pursued next.
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2 participants