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My Extraction Score Was 0.08 and the Model Was Innocent: Rebuilding the Ruler

Community description: Update — v0.3.1 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...

Dev.to | Sep 13, 2026 | Debashish Ghosal

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Rejection corpora (nearmiss, adversarial/*) report false_accept_rate; silence and extraction corpora report acceptance_rate. Same model, same corpus, three comparators, three very different stories. The model extracts the right rule in different words. Is a right-when/wrong-do rule "extracted correctly"? References CauterRule v0.3.1 release notes v0.3.1 field test report (§8 extraction quality, Appendix A J6/J10/J13) Auto-generated per-corpus results Extraction accuracy tests Corpus format spec (expected_rule) User guide · Changelog CauterRule v0.3.1 is released.

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