Files
legal-ai/mcp-server/src
Chaim fb51a0e869 feat(nevo): backfill leaked preamble + ratio gold-set benchmark (#86)
#86.2 backfill + #86.3 benchmark, plus a #86.1 over-strip fix found en route.

extractor.py
- extract_nevo_ratio(): capture Nevo's מיני-רציו block (editorial holdings
  summary) before it is stripped — a free professional gold-set (#86.3).
- _DECISION_START hardening (#86.2): the merged #86.1 regex over-stripped.
  (a) פסק-דין headers are markdown-wrapped (**פסק  דין**); the old anchor
      required the keyword as the first line char with one separator, so it
      missed the header and matched a citation 32K deep (עמ"נ 50567-07-21,
      losing 45% of the body). Now tolerates leading markdown + 0-3 seps,
      and the final-nun form (דין ן vs דינו נ).
  (b) bare השופט/הנשיא matched CITATIONS ("השופט מ' חשין, פסקה 23"). The
      authoring-judge line ends with a colon; we now require it.

ingest.py
- capture the ratio before stripping and store it on the row (best-effort,
  non-fatal); also strip the text-upload path (was file-only).

db.py
- add case_law.nevo_ratio column (additive); allow it in update_case_law.

scripts/backfill_nevo_preamble.py (#86.2) — dry-run-by-default data migration:
finds historically-leaked rulings, captures ratio→nevo_ratio, rewrites
full_text (+content_hash), reindexes, and FLAGS (never deletes) halachot whose
quote lives in the removed preamble (review_status=pending_review +
nevo_preamble_leak flag). Safety guard: rows with keep%<--min-keep (60) are
excluded from --apply as suspected over-strip. --apply writes backup+manifest
to data/audit/ first. Chair-gated — NOT applied here.

scripts/nevo_ratio_benchmark.py (#86.3) — LLM-as-judge (local claude_session,
zero cost) measures recall/precision/granularity of our halachot vs the Nevo
ratio. Works pre- and post-backfill (reads nevo_ratio, falls back to full_text).

Verified:
- pytest tests/test_nevo_preamble.py — 12 passed (incl. citation/markdown
  over-strip regressions).
- backfill dry-run: 19 leaked rulings, 27 contaminated halachot, all ≥75%
  keep (the 32K over-strip is gone).
- benchmark on בג"ץ 1764/05: recall=0.875 precision=1.0 granularity=1.75x.

Invariants: G1 (normalize at source — strip/capture at ingest, not at read);
no silent swallow (contaminated halachot flagged + reported, not dropped);
data-migration is dry-run-default with backup+manifest, chair-gated.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-06 19:45:43 +00:00
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