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\u0989\u09a6\u09c7\u09b6\u09cd\u09af<\/strong><\/p>\n\n\n\n

\u0986\u09ae\u09b0\u09be, Embibe-\u098f, \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u0997\u09c1\u09b2\u09bf\u09b0 \u0989\u09a4\u09cd\u09a4\u09b0 \u09a6\u09bf\u09af\u09bc\u09c7 \u09a7\u09be\u09b0\u09a3\u09be\u0997\u09c1\u09b2\u09bf\u09b0 \u0985\u09a8\u09c1\u09b6\u09c0\u09b2\u09a8 \u098f\u09ac\u0982 \u0986\u09af\u09bc\u09a4\u09cd\u09a4 \u0995\u09b0\u09be\u09b0 \u09ae\u09be\u09a7\u09cd\u09af\u09ae\u09c7 \u09b6\u09c7\u0996\u09be\u09b0 \u098f\u0995\u099f\u09bf \u0995\u09be\u09a0\u09be\u09ae\u09cb \u09aa\u09cd\u09b0\u09b8\u09cd\u09a4\u09be\u09ac \u0995\u09b0\u09bf \u09af\u09be \u09a7\u09be\u09b0\u09a3\u09be\u0997\u09c1\u09b2\u09bf \u09ae\u09a8\u09c7 \u09b0\u09be\u0996\u09be\u09b0 \u098f\u09ac\u0982 \u09ac\u09cb\u099d\u09be\u09b0 \u098f\u0995\u099f\u09bf \u09aa\u09b0\u09cb\u0995\u09cd\u09b7 \u0989\u09aa\u09be\u09af\u09bc\u0964 \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u09c7\u09b0 \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8 \u098f\u09ae\u09a8 \u098f\u0995\u099f\u09bf \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be \u09af\u09be \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0 \u09aa\u09be\u09a0\u09cd\u09af\u0995\u09c7 \u098f\u0995\u099f\u09bf \u0987\u09a8\u09aa\u09c1\u099f \u09b9\u09bf\u09b8\u09be\u09ac\u09c7 \u09a8\u09c7\u09af\u09bc \u098f\u09ac\u0982 \u098f\u099f\u09bf \u09a5\u09c7\u0995\u09c7 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09c7 \u09af\u09be\u09b0 \u09ad\u09bf\u09a4\u09cd\u09a4\u09bf\u09a4\u09c7 \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0\u09cd\u09a5\u09c0\u09b0\u09be \u0985\u09a8\u09c1\u09b6\u09c0\u09b2\u09a8 \u098f\u09ac\u0982 \u09b6\u09c7\u0996\u09be\u09b0 \u099c\u09a8\u09cd\u09af \u09a4\u09be\u09a6\u09c7\u09b0 \u099c\u09cd\u099e\u09be\u09a8 \u09aa\u09cd\u09b0\u09af\u09bc\u09cb\u0997 \u0995\u09b0\u09a4\u09c7 \u09aa\u09be\u09b0\u09c7\u0964<\/p>\n\n\n\n

\u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09a4\u09c8\u09b0\u09bf \u200c\u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8 \u09b9\u09b2 \u09aa\u09cd\u09b0\u09be\u0995\u09c3\u09a4\u09bf\u0995 \u09ad\u09be\u09b7\u09be \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be\u0995\u09b0\u09a3\u09c7\u09b0 (NLP) \u0985\u0982\u09b6\u0964 \u098f\u099f\u09bf \u0997\u09ac\u09c7\u09b7\u09a3\u09be\u09b0 \u098f\u0995\u099f\u09bf \u0995\u09cd\u09b7\u09c7\u09a4\u09cd\u09b0 \u09af\u09c7\u0996\u09be\u09a8\u09c7 \u0985\u09a8\u09c7\u0995 \u0997\u09ac\u09c7\u09b7\u0995 \u09a4\u09be\u09a6\u09c7\u09b0 \u0995\u09be\u099c\u09c7\u09b0 \u09a8\u09bf\u09a6\u09b0\u09cd\u09b6\u09a8 \u09b0\u09c7\u0996\u09c7\u099b\u09c7\u09a8\u0964 \u098f\u0996\u09a8\u0993 \u0989\u099a\u09cd\u099a \u09a8\u09bf\u09b0\u09cd\u09ad\u09c1\u09b2\u09a4\u09be \u0985\u09b0\u09cd\u099c\u09a8 \u0995\u09b0\u09be \u09b9\u09af\u09bc\u09a8\u09bf\u0964 \u0985\u09a8\u09c7\u0995 \u0997\u09ac\u09c7\u09b7\u0995 NLP \u098f\u09b0 \u09ae\u09be\u09a7\u09cd\u09af\u09ae\u09c7 \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09a4\u09c8\u09b0\u09bf\u09a4\u09c7 \u0995\u09be\u099c \u0995\u09b0\u09c7\u099b\u09c7\u09a8, \u098f\u09ac\u0982 \u09ac\u09bf\u09ad\u09bf\u09a8\u09cd\u09a8 \u09a7\u09b0\u09a8\u09c7\u09b0 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09a4\u09c8\u09b0\u09bf\u09b0 \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09a4\u09be\u09b0 \u099c\u09a8\u09cd\u09af \u0985\u09a8\u09c7\u0995 \u0995\u09cc\u09b6\u09b2 \u098f\u09ac\u0982 \u09ae\u09a1\u09c7\u09b2 \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09be \u09b9\u09af\u09bc\u09c7\u099b\u09c7\u0964<\/p>\n\n\n\n

\u09a6\u09c3\u09b7\u09cd\u099f\u09bf\u09ad\u0999\u09cd\u0997\u09bf<\/strong><\/p>\n\n\n\n

\u099a\u09bf\u09a4\u09cd\u09b0 1-\u098f \u09a6\u09c7\u0996\u09be\u09a8\u09cb \u099a\u09bf\u09a4\u09cd\u09b0\u099f\u09bf \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8\u09be\u09b0 \u0995\u09be\u09a0\u09be\u09ae\u09cb\u09a4\u09c7 \u098f\u0995\u099f\u09bf \u0996\u09c1\u09ac \u0989\u099a\u09cd\u099a \u09b8\u09cd\u09a4\u09b0\u09c7\u09b0 \u09aa\u09a6\u09cd\u09a7\u09a4\u09bf \u09aa\u09cd\u09b0\u09a6\u09b0\u09cd\u09b6\u09a8 \u0995\u09b0\u09c7\u0964 \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8\u09be\u09b0 \u099f\u09cd\u09b0\u09be\u09a8\u09cd\u09b8\u09ab\u09b0\u09ae\u09be\u09b0 \u09ae\u09a1\u09c7\u09b2\u09c7\u09b0 \u0995\u09be\u099f\u09bf\u0982 \u098f\u099c \u09ad\u09c7\u09b0\u09bf\u09af\u09bc\u09c7\u09a8\u09cd\u099f \u098f\u09ac\u0982 NLP \u0995\u09cc\u09b6\u09b2\u0997\u09c1\u09b2\u09bf \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7\u0964 \u098f\u099f\u09bf \u0989\u09ce\u09aa\u09a8\u09cd\u09a8 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u0997\u09c1\u09b2\u09bf\u09b0 \u0997\u09c1\u09a3\u09ae\u09be\u09a8 \u098f\u09ac\u0982 \u099c\u099f\u09bf\u09b2\u09a4\u09be \u09ac\u09be\u09a1\u09bc\u09be\u09a4\u09c7 \u09aa\u09be\u09a0\u09cd\u09af\u09c7\u09b0 \u0997\u09a0\u09a8\u0997\u09a4 \u098f\u09ac\u0982 \u09b6\u09ac\u09cd\u09a6\u09be\u09b0\u09cd\u09a5\u09bf\u0995 \u09ac\u09cb\u099d\u09be\u09aa\u09a1\u09bc\u09be\u09b0 \u0989\u09aa\u09b0 \u0995\u09b0\u09be \u0997\u09ac\u09c7\u09b7\u09a3\u09be\u0995\u09c7\u0993 \u0995\u09be\u099c\u09c7 \u09b2\u09be\u0997\u09be\u09af\u09bc\u0964<\/p>\n\n\n\n

<\/p>\n\n\n\n

Fig 1. \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8\u09c7\u09b0 \u0989\u099a\u09cd\u099a \u09b8\u09cd\u09a4\u09b0\u09c7\u09b0 \u0995\u09be\u09a0\u09be\u09ae\u09cb<\/p>\n\n\n\n

\u09aa\u09be\u0987\u09aa\u09b2\u09be\u0987\u09a8 \u09b9\u09bf\u09b8\u09be\u09ac\u09c7 \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u0989\u09a6\u09cd\u09ad\u09ac\u09c7\u09b0 \u09aa\u09cd\u09b0\u099a\u09c1\u09b0 \u0989\u09aa\u09be\u09a6\u09be\u09a8 \u09b0\u09af\u09bc\u09c7\u099b\u09c7 \u09af\u09c7\u09ae\u09a8 \u09aa\u09be\u09a0\u09cd\u09af \u09aa\u09cd\u09b0\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09be\u0995\u09b0\u09a3, \u09ac\u09c8\u09b6\u09bf\u09b7\u09cd\u099f\u09cd\u09af \u09a8\u09bf\u09b7\u09cd\u0995\u09be\u09b6\u09a8 \u098f\u09ac\u0982 \u09aa\u09cd\u09b0\u0995\u09cc\u09b6\u09b2, \u09ae\u09a1\u09c7\u09b2 \u09a8\u09bf\u09b0\u09cd\u09ae\u09be\u09a3 \u098f\u09ac\u0982 \u09aa\u09cd\u09b0\u09b6\u09bf\u0995\u09cd\u09b7\u09a3, \u09ae\u09a1\u09c7\u09b2 \u09ae\u09c2\u09b2\u09cd\u09af\u09be\u09af\u09bc\u09a8, \u099f\u09c0\u0995\u09be \u098f\u09ac\u0982 \u0995\u09bf\u099b\u09c1 \u09b8\u09be\u09a7\u09be\u09b0\u09a8 ML \u0995\u09cc\u09b6\u09b2\u0964<\/p>\n\n\n\n

\u0986\u09ae\u09b0\u09be \u0986\u09ae\u09be\u09a6\u09c7\u09b0 QC \u09ae\u09a1\u09c7\u09b2\u0997\u09c1\u09b2\u09bf\u0995\u09c7 \u09aa\u09cd\u09b0\u09b6\u09bf\u0995\u09cd\u09b7\u09a3\u09c7\u09b0 \u099c\u09a8\u09cd\u09af 20 \u099f\u09bf\u09b0\u0993 \u09ac\u09c7\u09b6\u09bf \u09ac\u09bf\u09ad\u09bf\u09a8\u09cd\u09a8 \u0993\u09aa\u09c7\u09a8 \u09b8\u09cb\u09b0\u09cd\u09b8 \u09a1\u09c7\u099f\u09be\u09b8\u09c7\u099f \u09af\u09c7\u09ae\u09a8 ARC, DROP, QASC, SciQ, SciTail, SQuAD, \u09b8\u09c7\u0987\u09b8\u09be\u09a5\u09c7 Google NQ \u098f\u09ac\u0982 Embibe-\u098f\u09b0 \u09ae\u09be\u09b2\u09bf\u0995\u09be\u09a8\u09be\u09a7\u09c0\u09a8 \u09a1\u09c7\u099f\u09be\u09b8\u09c7\u099f\u0997\u09c1\u09b2\u09bf \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7\u099b\u09bf\u09f7 \u0986\u09ae\u09b0\u09be \u09ac\u09bf\u09ad\u09bf\u09a8\u09cd\u09a8 \u09a7\u09b0\u09a8\u09c7\u09b0 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09af\u09c7\u09ae\u09a8 \u09ac\u09c1\u09b2\u09bf\u09af\u09bc\u09be\u09a8, \u09aa\u09b0\u09bf\u09b8\u09b0 \u09ad\u09bf\u09a4\u09cd\u09a4\u09bf\u0995, \u09b6\u09c2\u09a8\u09cd\u09af\u09b8\u09cd\u09a5\u09be\u09a8 \u09aa\u09c2\u09b0\u09a3, \u09ac\u09b9\u09c1\u09a8\u09bf\u09b0\u09cd\u09ac\u09be\u099a\u09a8\u09c0 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u0987\u09a4\u09cd\u09af\u09be\u09a6\u09bf \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7\u099b\u09bf\u0964 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u09c7\u09b0 \u09ac\u09be\u0995\u09cd\u09af \u0997\u09a0\u09a8, \u0989\u09a4\u09cd\u09a4\u09b0 \u0996\u09cb\u0981\u099c\u09be\u09b0 \u099c\u09a8\u09cd\u09af \u09ac\u09b9\u09c1-\u09aa\u09b0\u09cd\u09af\u09be\u09af\u09bc\u09c7\u09b0 \u09af\u09c1\u0995\u09cd\u09a4\u09bf \u098f\u09ac\u0982 \u099c\u099f\u09bf\u09b2\u09a4\u09be\u09b0 \u09ad\u09bf\u09a4\u09cd\u09a4\u09bf\u09a4\u09c7 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u09c7\u09b0 \u099c\u099f\u09bf\u09b2\u09a4\u09be \u09a4\u09c8\u09b0\u09bf \u09b9\u09af\u09bc\u0964 \u09ae\u09c2\u09b2 \u09a7\u09be\u09b0\u09a3\u09be \u0986\u09ae\u09b0\u09be KI-BERT [1] \u09a6\u09cd\u09ac\u09be\u09b0\u09be \u0985\u09a8\u09c1\u09aa\u09cd\u09b0\u09be\u09a3\u09bf\u09a4 QG \u09ae\u09a1\u09c7\u09b2\u0997\u09c1\u09b2\u09bf\u09a4\u09c7 \u09aa\u09cd\u09b0\u09be\u09b8\u0999\u09cd\u0997\u09bf\u0995 \u099c\u09cd\u099e\u09be\u09a8 \u09af\u09cb\u0997 \u0995\u09b0\u09a4\u09c7 \u09a8\u09b2\u09c7\u099c \u0997\u09cd\u09b0\u09be\u09ab\u0997\u09c1\u09b2\u09bf\u0993 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09bf\u0964 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09b0\u099a\u09a8\u09be\u09b0 \u09a6\u0995\u09cd\u09b7\u09a4\u09be \u0989\u09a8\u09cd\u09a8\u09a4 \u0995\u09b0\u09a4\u09c7 \u0986\u09ae\u09b0\u09be \u09b8\u09cd\u09a5\u09be\u09a8\u09c0\u09af\u09bc \u09aa\u09cd\u09b0\u09be\u0995\u09c3\u09a4\u09bf\u0995 \u09ad\u09be\u09b7\u09be \u09ac\u09cb\u099d\u09be\u09b0 \u0995\u09cc\u09b6\u09b2 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09bf\u0964 \u09aa\u09be\u09a0\u09cd\u09af \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09a4\u09c7 \u0986\u09ae\u09b0\u09be T5 [2] \u098f\u09b0 \u09ae\u09a4\u09cb \u098f\u0995\u099f\u09bf \u099c\u09c7\u09a8\u09be\u09b0\u09c7\u099f\u09bf\u09ad \u09ae\u09a1\u09c7\u09b2 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09a4\u09c7 \u09aa\u09be\u09b0\u09bf \u09af\u09be \u098f\u0995\u099f\u09bf \u09a8\u09bf\u09b0\u09cd\u09a6\u09bf\u09b7\u09cd\u099f \u09aa\u09cd\u09b0\u09b8\u0999\u09cd\u0997 \u098f\u09ac\u0982 \u0989\u09a4\u09cd\u09a4\u09b0 \u09a5\u09c7\u0995\u09c7 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8 \u0995\u09b0\u09a4\u09c7 \u09aa\u09be\u09b0\u09c7\u0964 \u098f\u0987 \u09ab\u09cd\u09b2\u09cb\u099f\u09bf \u09a6\u09c7\u0996\u09a4\u09c7 \u0995\u09c7\u09ae\u09a8 \u09b9\u09ac\u09c7\u0964<\/p>\n\n\n\n

<\/p>\n\n\n\n

 Fig 2. QG \u09ae\u09a1\u09c7\u09b2 \u0993\u09af\u09bc\u09be\u09b0\u09cd\u0995\u09ab\u09cd\u09b2\u09cb<\/p>\n\n\n\n

\u09ab\u09b2\u09be\u09ab\u09b2<\/strong><\/p>\n\n\n\n

Embibe AI \u09aa\u09cd\u09b2\u09cd\u09af\u09be\u099f\u09ab\u09b0\u09cd\u09ae \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0\u09cd\u09a5\u09c0\u09a6\u09c7\u09b0 \u099c\u09a8\u09cd\u09af \u09af\u09a4\u099f\u09be \u09b8\u09ae\u09cd\u09ad\u09ac \u09aa\u09be\u09a0\u09cd\u09af\u09aa\u09c1\u09b8\u09cd\u09a4\u0995\u09c7\u09b0 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u200c\u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8 \u0995\u09b0\u09a4\u09c7 \u098f\u099f\u09bf \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7\u0964 \u09b8\u09ae\u09b8\u09cd\u09a4 \u09b6\u09cd\u09b0\u09c7\u09a3\u09c0, \u09b2\u0995\u09cd\u09b7\u09cd\u09af, \u09aa\u09b0\u09c0\u0995\u09cd\u09b7\u09be \u098f\u09ac\u0982 \u09b0\u09be\u099c\u09cd\u09af \u0995\u09ae\u09bf\u099f\u09bf\u0997\u09c1\u09b2\u09bf\u0995\u09c7 \u09ac\u09bf\u09ac\u09c7\u099a\u09a8\u09be\u09af\u09bc \u09a8\u09bf\u09af\u09bc\u09c7, \u0986\u09ae\u09b0\u09be \u098f\u0996\u09a8\u0993 \u09aa\u09b0\u09cd\u09af\u09a8\u09cd\u09a4 6 \u09a5\u09c7\u0995\u09c7 12 \u09b6\u09cd\u09b0\u09c7\u09a3\u09c0\u09b0 \u099c\u09a8\u09cd\u09af NCERT \u09ac\u0987 \u09a5\u09c7\u0995\u09c7 \u09aa\u09cd\u09b0\u09be\u09af\u09bc 125k \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09c7\u099b\u09bf\u09f7 \u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u0995\u09be\u099b\u09c7 \u09af\u09c7\u0995\u09cb\u09a8\u09cb \u09ab\u09cd\u09b0\u09bf-\u09ab\u09b0\u09cd\u09ae \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0 \u09aa\u09be\u09a0\u09cd\u09af \u09a5\u09c7\u0995\u09c7 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09be\u09b0 \u0995\u09cd\u09b7\u09ae\u09a4\u09be \u0986\u099b\u09c7\u0964<\/p>\n\n\n\n

\u098f\u0987 \u09b8\u09bf\u09b8\u09cd\u099f\u09c7\u09ae\u099f\u09bf \u09af\u09c7\u0995\u09cb\u09a8 \u0995\u09cd\u09b7\u09c7\u09a4\u09cd\u09b0\u09c7 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09be \u09af\u09c7\u09a4\u09c7 \u09aa\u09be\u09b0\u09c7 \u098f\u09ac\u0982 \u09ac\u09be\u09b8\u09cd\u09a4\u09ac-\u09ac\u09bf\u09b6\u09cd\u09ac\u09c7\u09b0 \u09aa\u09b0\u09bf\u09b8\u09cd\u09a5\u09bf\u09a4\u09bf \u098f\u09ac\u0982 \u09b6\u09c7\u0996\u09be\u09b0 \u09ab\u09b2\u09be\u09ab\u09b2\u09c7\u09b0 \u09b2\u0995\u09cd\u09b7\u09cd\u09af\u09ac\u09b8\u09cd\u09a4\u09c1\u09a4\u09c7 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09be \u09af\u09c7\u09a4\u09c7 \u09aa\u09be\u09b0\u09c7\u0964 \u0989\u09a8\u09cd\u09a8\u09a4 NLP-\u098f\u09b0 \u099c\u09a8\u09cd\u09af, \u09ae\u09a1\u09c7\u09b2 \u098f\u09ac\u0982 \u09b8\u09bf\u09b8\u09cd\u099f\u09c7\u09ae\u0997\u09c1\u09b2\u09bf\u0995\u09c7 \u09b8\u09be\u09ae\u09a8\u09c7\u09b0 \u09a6\u09bf\u0995\u09c7 \u09a8\u09bf\u09af\u09bc\u09c7 \u09af\u09c7\u09a4\u09c7 \u098f\u09ac\u0982 \u09b8\u09c7\u0997\u09c1\u09b2\u09bf\u0995\u09c7 \u09a1\u09cb\u09ae\u09c7\u09a8 \u09b9\u09bf\u09b8\u09be\u09ac\u09c7 \u09b8\u0982\u099c\u09cd\u099e\u09be\u09af\u09bc\u09bf\u09a4 \u0995\u09b0\u09a4\u09c7 \u099a\u09b2\u09c7\u099b\u09bf\u09f7 \u098f\u0996\u09be\u09a8\u09c7, \u0986\u09ae\u09b0\u09be \u09aa\u09cd\u09b0\u09a6\u09a4\u09cd\u09a4 \u09a1\u09cb\u09ae\u09c7\u09a8 \u09a8\u09bf\u09b0\u09cd\u09a6\u09bf\u09b7\u09cd\u099f \u0987\u09a8\u09aa\u09c1\u099f \u098f\u09ac\u0982 \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09bf\u09a4 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u09c7\u09b0 \u09b8\u09c7\u099f\u09c7\u09b0 \u0995\u09bf\u099b\u09c1 \u0989\u09a6\u09be\u09b9\u09b0\u09a3 \u09aa\u09cd\u09b0\u09a6\u09be\u09a8 \u0995\u09b0\u09c7\u099b\u09bf\u0964<\/p>\n\n\n\n

\u0985\u09a7\u09cd\u09af\u09be\u09af\u09bc\u09a8 \u09ac\u09bf\u09b7\u09af\u09bc\u0995 \u09aa\u09be\u09a0\u09cd\u09af:<\/strong><\/p>\n\n\n\n

<\/p>\n\n\n\n

Fig 3. \u09b8\u09bf\u09b2\u09c7\u0995\u09cd\u099f\u09c7\u09a1 \u09aa\u09cd\u09af\u09be\u09b0\u09be\u0997\u09cd\u09b0\u09be\u09ab \u098f\u09ac\u0982 \u09b9\u09be\u0987\u09b2\u09be\u0987\u099f \u0995\u09b0\u09be ADPE \u0985\u09b0\u09cd\u09a5\u09be\u09ce \u0985\u09a7\u09cd\u09af\u09be\u09af\u09bc\u09a8 \u09ac\u09bf\u09b7\u09af\u09bc\u0995 \u09aa\u09cd\u09b0\u09be\u09b8\u0999\u09cd\u0997\u09bf\u0995 \u09b6\u09ac\u09cd\u09a6<\/p>\n\n\n\n

\u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09bf\u09a4 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8:<\/strong><\/p>\n\n\n\n

<\/strong><\/p>\n\n\n\n

Fig 4. \u09a8\u09bf\u09b0\u09cd\u09ac\u09be\u099a\u09bf\u09a4 \u0985\u09a8\u09c1\u099a\u09cd\u099b\u09c7\u09a6 \u09a5\u09c7\u0995\u09c7 QG \u09ae\u09a1\u09c7\u09b2 \u09a6\u09cd\u09ac\u09be\u09b0\u09be \u200c\u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09bf\u09a4 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8<\/p>\n","protected":false},"featured_media":0,"template":"","yoast_head":"\n\u0995\u09be\u0999\u09cd\u0996\u09bf\u09a4 \u099c\u099f\u09bf\u09b2\u09a4\u09be\u09af\u09c1\u0995\u09cd\u09a4 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u09c7\u09b0 \u09b8\u09df\u0982\u0995\u09cd\u09b0\u09bf\u09df \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8 - EMBIBE - The most powerful AI-powered learning platform<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.embibe.com\/in-bn\/artificial-intelligence-ai-in-education\/\u0995\u09be\u0999\u09cd\u0996\u09bf\u09a4-\u099c\u099f\u09bf\u09b2\u09a4\u09be\u09af\u09c1\u0995\u09cd\u09a4-\u09aa\u09cd\u09b0\u09b6\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0995\u09be\u0999\u09cd\u0996\u09bf\u09a4 \u099c\u099f\u09bf\u09b2\u09a4\u09be\u09af\u09c1\u0995\u09cd\u09a4 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u09c7\u09b0 \u09b8\u09df\u0982\u0995\u09cd\u09b0\u09bf\u09df \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8 - EMBIBE - The most powerful AI-powered learning platform\" \/>\n<meta property=\"og:description\" content=\"Embibe \u09b9\u09b2 \u0986\u09b8\u09b2\u09c7 \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0 \u09ac\u09cd\u09af\u0995\u09cd\u09a4\u09bf\u0997\u09a4\u0995\u09b0\u09a3, \u098f\u09ac\u0982 \u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u09aa\u09cd\u09b0\u09af\u09c1\u0995\u09cd\u09a4\u09bf \u09b8\u09a0\u09bf\u0995 \u09b8\u09ae\u09af\u09bc\u09c7 \u09b8\u09a0\u09bf\u0995 \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0\u09cd\u09a5\u09c0\u09a6\u09c7\u09b0 \u0995\u09be\u099b\u09c7 \u09b8\u09a0\u09bf\u0995 \u0995\u09a8\u099f\u09c7\u09a8\u09cd\u099f \u09ac\u09be \u09ac\u09bf\u09b7\u09af\u09bc\u09ac\u09b8\u09cd\u09a4\u09c1 \u09aa\u09cc\u0981\u099b\u09c7 \u09a6\u09bf\u09a4\u09c7 \u09b8\u0995\u09cd\u09b7\u09ae\u0964 \u098f\u0987 \u0995\u09be\u09b0\u09a3\u09c7\u0987 \u0989\u09aa\u09b2\u09ac\u09cd\u09a7 \u09ac\u09bf\u09b7\u09af\u09bc\u09ac\u09b8\u09cd\u09a4\u09c1, \u09ac\u09bf\u09b6\u09c7\u09b7 \u0995\u09b0\u09c7 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u0997\u09c1\u09b2\u09bf\u09b0 \u09ac\u09c3\u09b9\u09ce \u09a1\u09c7\u099f\u09be\u09b8\u09c7\u099f\u09c7 \u0985\u09cd\u09af\u09be\u0995\u09cd\u09b8\u09c7\u09b8 \u09a5\u09be\u0995\u09be \u0996\u09c1\u09ac\u0987 \u0997\u09c1\u09b0\u09c1\u09a4\u09cd\u09ac\u09aa\u09c2\u09b0\u09cd\u09a3\u09f7 \u0990\u09a4\u09bf\u09b9\u09be\u09b8\u09bf\u0995\u09ad\u09be\u09ac\u09c7, Embibe \u098f\u09b0 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u09c7\u09b0 \u09a1\u09c7\u099f\u09be\u09b8\u09c7\u099f\u0997\u09c1\u09b2\u09bf \u09ae\u09be\u09a8\u09ac \u09a1\u09c7\u099f\u09be \u098f\u09a8\u09cd\u099f\u09cd\u09b0\u09bf \u0985\u09aa\u09be\u09b0\u09c7\u099f\u09b0\u09a6\u09c7\u09b0 \u09a6\u09cd\u09ac\u09be\u09b0\u09be \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09be \u09b9\u09af\u09bc\u09c7\u099b\u09c7\u0964 \u09a4\u09be\u09b0\u09be \u0987\u09a8\u09cd\u099f\u09be\u09b0\u09a8\u09c7\u099f\u09c7 \u09ac\u09be \u0985\u0982\u09b6\u09c0\u09a6\u09be\u09b0 \u09b8\u0982\u09b8\u09cd\u09a5\u09be\u0997\u09c1\u09b2\u09bf\u09b0 \u09b8\u09be\u09a5\u09c7 \u0985\u0982\u09b6\u09c0\u09a6\u09be\u09b0\u09bf\u09a4\u09cd\u09ac\u09c7\u09b0 \u09ae\u09be\u09a7\u09cd\u09af\u09ae\u09c7 \u0985\u09ac\u09be\u09a7\u09c7 \u0989\u09aa\u09b2\u09ac\u09cd\u09a7 \u09ac\u09bf\u09ad\u09bf\u09a8\u09cd\u09a8 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u09b8\u09c7\u099f \u09a5\u09c7\u0995\u09c7 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8\u0997\u09c1\u09b2\u09bf \u09b8\u0982\u0997\u09cd\u09b0\u09b9 \u0995\u09b0\u09c7\u09f7 \u09b8\u09cd\u09ac\u09af\u09bc\u0982\u0995\u09cd\u09b0\u09bf\u09af\u09bc\u09ad\u09be\u09ac\u09c7 \u09aa\u09cd\u09b0\u09b6\u09cd\u09a8 \u0989\u09a6\u09cd\u09ad\u09be\u09ac\u09a8\u09c7\u09b0 \u09ae\u09c2\u09b2 \u0985\u09a8\u09c1\u09aa\u09cd\u09b0\u09c7\u09b0\u09a3\u09be \u09b9\u09b2 \u09b6\u09bf\u0995\u09cd\u09b7\u0995\/\u09aa\u09b0\u09be\u09ae\u09b0\u09cd\u09b6\u09a6\u09be\u09a4\u09be\u09b0 \u0989\u09aa\u09b0 \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0\u09cd\u09a5\u09c0\u09a6\u09c7\u09b0 \u09a8\u09bf\u09b0\u09cd\u09ad\u09b0\u09a4\u09be \u09b9\u09cd\u09b0\u09be\u09b8 \u0995\u09b0\u09be\u0964 \u09b2\u0995\u09cd\u09b7 \u09b2\u0995\u09cd\u09b7 \u09b6\u09bf\u0995\u09cd\u09b7\u09be\u09b0\u09cd\u09a5\u09c0\u09b0 \u09b6\u09c7\u0996\u09be\u09b0 \u09b8\u09a0\u09bf\u0995....\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.embibe.com\/in-bn\/artificial-intelligence-ai-in-education\/\u0995\u09be\u0999\u09cd\u0996\u09bf\u09a4-\u099c\u099f\u09bf\u09b2\u09a4\u09be\u09af\u09c1\u0995\u09cd\u09a4-\u09aa\u09cd\u09b0\u09b6\/\" \/>\n<meta property=\"og:site_name\" content=\"EMBIBE - 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