requirements.txt - #5
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…hange Reviewer 3, with no memory of the two prior loop iterations, independently surfaced a defect from the original pre-loop review (HANDOFF.md finding interviewstreet#5) that neither iteration 1 nor 2 had touched: msg_083's cached voice transcript literally says "Nothing urgent, I just want your comments before lunch" and the system routed it notify/urgent anyway. Verified: message_type=urgent was 27/110 (25%) of the graded file vs 13% in the only labelled reference. The same reviewer also re-flagged evidence over-citation (present in every review so far, never acted on): 85/110 evidenced rows cited 2-3 ids vs gold's convention of exactly 1 on 25/28. Both were approved as separate, independently attributable changes to classifier.py. Target B (kept): SYSTEM_PROMPT now treats an explicit self-declared non-urgency statement ("nothing unrgent", "no rush", etc.) as a strong negative signal against urgent/notify. Verified: msg_083 -> digest/event; urgent count in the graded artifact dropped 27 -> 24. Target A (reverted): tightening the evidence cap from [:3] to [:1] together with a "cite only the single strongest" prompt line caused a large, real regression -- dev composite -0.0833, holdout -0.0666, both far outside the measured noise floor. Root-caused it precisely: 33% of classifier responses (35/105) still returned 2 ids despite the prompt change, and [:1] truncates to the model's FIRST-listed id with no instruction to order by strength. Checked every gold-evidence row that lost overlap: 5 of 30 lost credit specifically because the correct id was the model's second-listed choice, discarded by truncation, not because the model's underlying judgment got worse. This is a scoped, fixable bug (needs order-aware selection or a "list strongest first" instruction), not evidence that citing 1 id is the wrong target -- left for a future iteration to fix properly rather than folding a rushed fix into this one. After reverting target A and keeping only target B: dev composite rose 0.7733 -> 0.7900, holdout fell 0.8133 -> 0.8100 (-0.0033). This is the letter of the dev-up/holdout-down overfitting pattern, flagged explicitly per the loop rules. Diagnosis: the two holdout rows that regressed (sample_msg_049, sample_msg_044) show no self-declared non-urgency language -- target B's mechanism doesn't touch either -- and this exact combined prompt state had never been cached before, so this run includes genuine fresh-sample variance on top of target B's isolated effect. -0.0033 is far inside the noise floor characterized in Phase 0.5. User reviewed this reasoning and chose keep. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01T816KZnYS3zyRPBK2XXoSb
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