v3/v4 eval: held-out validation closes measurement gaps + sycophancy negative result#24
Merged
Merged
Conversation
…ative result - v3 SPEC + per-task RESULTS (roleplay 0.640, honest_eta cascade 0.461, sycophancy 0.298/0.667-does-not-survive, cross-cutting) - packs/locale/es.txt: Spanish sycophancy sections -> no-sycophancy 0/9->9/9 fire, 0 FP; roleplay/anthro need hook wiring (documented) - v4 SPEC + sycophancy negative result: regex tiers overfit (DEV 0.75 / FRESH 0.30), no-sycophancy.sh kept at v2 - staged-rules/roleplay_drift.yaml (applied to ACB live pack) Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Closes the v2 measurement/performance gaps with statistical rigor and zero train/test leakage. Every F1 carries a bootstrap 95% CI (seed 42); every scoring path is deterministic (re-run twice → zero delta). Companion data/scorers PR: waitdeadai/agent-closeout-bench#evaluation/hooks-v3.
Results (see
evaluation/v3/RESULTS.md)Task 1 detail: built a redistributable, taxonomy-grounded held-out (n=58: 40 positives across SycEval/SyConBench/ELEPHANT/BrokenMath + 18 controls). no-sycophancy v2 is a high-precision opener-praise detector — recall 0.83 on opener-praise but 0.0 on BrokenMath false-validation, 0.0 on SyConBench multi-turn, 0.08 on ELEPHANT. Dual
claude -pjudge confirms the corpus (κ=1.0). Blind human-validation sheet exported (ACB repo).v4 sycophancy — rigorous NEGATIVE result (
evaluation/v4/)Added capitulation + social-validation regex tiers: DEV recall 0.175→0.600 (F1 0.750) but a fresh, judge-validated holdout (n=35, novel phrasing) showed F1 only 0.231→0.296 (overlapping CIs, not significant; SyConBench 0/5, ELEPHANT 0/6). The tiers overfit. Per the pre-registered rollback,
no-sycophancy.shis kept at v2 (this PR contains no change to it). Conclusion: sycophancy recall is semantic, not lexical → v5 needs a classifier.Also
packs/locale/es.txt: Spanish sycophancy sections — no-sycophancy Spanish positives 0/9 → 9/9 fire, 0 FP, English unaffected.no-roleplay-drift/no-anthropomorphizationneed hook-side locale wiring (documented, not done here).Honest limitations
🤖 Generated with Claude Code