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\u09b8\u0982\u0995\u09cd\u09b7\u09bf\u09aa\u09cd\u09a4 \u09aa\u09be\u09a0\u09cd\u09af\u0997\u09c1\u09b2\u09bf \u09a5\u09c7\u0995\u09c7 \u098f\u0995\u09cd\u09b8\u099f\u09cd\u09b0\u09be\u0995\u09cd\u09b8\u09a8 \u0995\u09b0\u09be\u09b0 \u0989\u09aa\u09b0 \u09a6\u09c3\u09b7\u09cd\u099f\u09bf \u09a8\u09bf\u09ac\u09a6\u09cd\u09a7 \u0995\u09b0\u09c7, \u09af\u09c7\u0996\u09be\u09a8\u09c7 \u09ac\u09be\u0995\u09cd\u09af\u0997\u09c1\u09b2\u09bf \u098f\u0995\u099f\u09bf \u09b6\u09ac\u09cd\u09a6\u09be\u09a8\u09c1\u0995\u09cd\u09b0\u09ae\u09bf\u0995 \u09b6\u09cd\u09b0\u09c7\u09a3\u09bf\u09ac\u09bf\u09a8\u09cd\u09af\u09be\u09b8 \u0997\u09a0\u09a8 \u0995\u09b0\u09c7 \u09a8\u09be \u09af\u09be \u0986\u09b8\u09b2\u09c7 \u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u0985\u09a8\u09a8\u09cd\u09af, \u09aa\u09b0\u09b8\u09cd\u09aa\u09b0 \u09b8\u09ae\u09cd\u09aa\u09b0\u09cd\u0995\u09bf\u09a4 \u09ac\u09bf\u09b7\u09af\u09bc\u09ac\u09b8\u09cd\u09a4\u09c1 \u098f\u0995\u09cd\u09b8\u099f\u09cd\u09b0\u09be\u0995\u09cd\u09b8\u09a8\u09c7\u09b0 \u09b2\u0995\u09cd\u09b7\u09cd\u09af\u09c7\u09b0 \u09ac\u09bf\u09aa\u09b0\u09c0\u09a4\u0964\u0964 \u098f\u0996\u09be\u09a8\u09c7 \u099a\u09bf\u09b0\u09be\u099a\u09b0\u09bf\u09a4 \u09ae\u09c7\u09b6\u09bf\u09a8 \u09b2\u09be\u09b0\u09cd\u09a8\u09bf\u0982 \u098f\u09ac\u0982 \u09a1\u09bf\u09aa \u09b2\u09be\u09b0\u09cd\u09a8\u09bf\u0982-\u09ad\u09bf\u09a4\u09cd\u09a4\u09bf\u0995 \u09a8\u09bf\u09af\u09bc\u09a8\u09cd\u09a4\u09cd\u09b0\u09bf\u09a4\/\u0985\u09a8\u09bf\u09af\u09bc\u09a8\u09cd\u09a4\u09cd\u09b0\u09bf\u09a4 \u0995\u09cc\u09b6\u09b2\u0997\u09c1\u09b2\u09bf \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7 \u099f\u09be\u09b8\u09cd\u0995 \u09aa\u09cd\u09b0\u09a3\u09af\u09bc\u09a3\u09c7\u09b0 \u09a6\u09cd\u09ac\u09be\u09b0\u09be \u09a4\u09a4\u09cd\u09a4\u09cd\u09ac-\u09ad\u09bf\u09a4\u09cd\u09a4\u09bf\u0995 \u09ac\u09bf\u09b7\u09af\u09bc\u09ac\u09b8\u09cd\u09a4\u09c1 \u098f\u0995\u09cd\u09b8\u099f\u09cd\u09b0\u09be\u0995\u09cd\u09b8\u09a8\u09c7\u09b0 \u09aa\u09a8\u09cd\u09a5\u09be \u0989\u09aa\u09b8\u09cd\u09a5\u09be\u09aa\u09a8 \u0995\u09b0\u09be \u09b9\u09af\u09bc\u09c7\u099b\u09c7\u0964<\/p>\n\n\n\n

\u0997\u09ac\u09c7\u09b7\u09a3\u09be \u09aa\u09a6\u09cd\u09a7\u09a4\u09bf:<\/p>\n\n\n\n

\u0986\u09ae\u09be\u09a6\u09c7\u09b0 \u09aa\u09b0\u09c0\u0995\u09cd\u09b7\u09be\u0997\u09c1\u09b2\u09bf \u09a6\u09c1\u099f\u09bf \u09aa\u09cd\u09b0\u09be\u09a5\u09ae\u09bf\u0995 \u09b6\u09cd\u09b0\u09c7\u09a3\u09c0\u09ac\u09bf\u09a8\u09cd\u09af\u09be\u09b8 \u09aa\u09cd\u09b0\u09a3\u09af\u09bc\u09a8\u09c7\u09b0 \u09ae\u09be\u09a7\u09cd\u09af\u09ae\u09c7 ADPE \u09a1\u09c7\u099f\u09be\u09b8\u09c7\u099f\u09c7\u09b0 \u0995\u09b0\u09cd\u09ae\u0995\u09cd\u09b7\u09ae\u09a4\u09be \u0989\u09a8\u09cd\u09a8\u09a4 \u0995\u09b0\u09be\u09b0 \u099c\u09a8\u09cd\u09af \u0985\u09a4\u09cd\u09af\u09be\u09a7\u09c1\u09a8\u09bf\u0995 \u09a1\u09bf\u09aa \u09b2\u09be\u09b0\u09cd\u09a8\u09bf\u0982 \u0995\u09cc\u09b6\u09b2\u0997\u09c1\u09b2\u09bf\u0995\u09c7 \u0995\u09be\u099c\u09c7 \u09b2\u09be\u0997\u09be\u09af\u09bc, \u09af\u09c7\u09ae\u09a8 BERT (\u09ac\u09be\u0987\u09a1\u09be\u0987\u09b0\u09c7\u0995\u09b6\u09a8\u09be\u09b2 \u098f\u09a8\u0995\u09cb\u09a1\u09be\u09b0 \u09b0\u09bf\u09aa\u09cd\u09b0\u09c7\u099c\u09c7\u09a8\u09cd\u099f\u09c7\u09b6\u09a8\u09b8 \u09ab\u09cd\u09b0\u09ae \u099f\u09cd\u09b0\u09be\u09a8\u09cd\u09b8\u09ab\u09b0\u09ae\u09be\u09b0\u09cd\u09b8), LSTM (\u09b2\u0982 \u09b6\u09b0\u09cd\u099f \u099f\u09be\u09b0\u09cd\u09ae \u09ae\u09c7\u09ae\u09b0\u09bf), \u098f\u09ac\u0982 CNNs (\u0995\u09a8\u09ad\u09cb\u09b2\u09bf\u0989\u09b6\u09a8\u09be\u09b2 \u09a8\u09bf\u0989\u09b0\u09be\u09b2 \u09a8\u09c7\u099f\u0993\u09af\u09bc\u09be\u09b0\u09cd\u0995)\u0964 \u098f\u0995\u099f\u09bf \u09b9\u09b2 \u09a8\u09c7\u09ae\u09a1 \u098f\u09a8\u099f\u09bf\u099f\u09bf\u09b0 \u099c\u09a8\u09cd\u09af \u0995\u09cd\u09b0\u09ae \u099f\u09cd\u09af\u09be\u0997\u09bf\u0982, \u098f\u09ac\u0982 \u09a6\u09cd\u09ac\u09bf\u09a4\u09c0\u09af\u09bc\u099f\u09bf \u09b9\u09b2 \u09aa\u09b0\u09bf\u09b8\u0982\u0996\u09cd\u09af\u09be\u09a8\u0997\u09a4, \u09b6\u09ac\u09cd\u09a6\u09be\u09b0\u09cd\u09a5\u09bf\u0995, \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 (Natural language processing), \u09aa\u09be\u09a0\u09cd\u09af \u09ac\u09c8\u09b6\u09bf\u09b7\u09cd\u099f\u09cd\u09af \u098f\u09ac\u0982 \u09a1\u09bf\u09aa \u09a8\u09bf\u0989\u09b0\u09be\u09b2 \u09a8\u09c7\u099f\u0993\u09af\u09bc\u09be\u09b0\u09cd\u0995  \u09aa\u09a6\u09cd\u09a7\u09a4\u09bf \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09c7 n-\u0997\u09cd\u09b0\u09be\u09ae \u0995\u09cd\u09af\u09be\u09a8\u09a1\u09bf\u09a1\u09c7\u099f \u09a4\u09c8\u09b0\u09c0 \u0995\u09b0\u09be\u09b0 \u099c\u09a8\u09cd\u09af n-\u0997\u09cd\u09b0\u09be\u09ae \u09b6\u09cd\u09b0\u09c7\u09a3\u09c0\u09ac\u09bf\u09ad\u09be\u0997\u09c7\u09b0 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0\u0964<\/p>\n\n\n\n

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

\u0986\u09ae\u09b0\u09be \u09b6\u09ac\u09cd\u09a6\u09ad\u09be\u09a8\u09cd\u09a1\u09be\u09b0 \u09ac\u09be\u09a1\u09bc\u09be\u09a4\u09c7 BERT \u0986\u09a8\u0995\u09c7\u09b8\u09a1 \u09ae\u09a1\u09c7\u09b2 \u09ac\u09cd\u09af\u09ac\u09b9\u09be\u09b0 \u0995\u09b0\u09bf \u098f\u09ac\u0982 \u098f\u099f\u09bf\u0995\u09c7 \u09ac\u09c8\u099c\u09cd\u099e\u09be\u09a8\u09bf\u0995 \u099c\u09be\u09b0\u09cd\u09a8\u09be\u09b2 \u098f\u09ac\u0982 \u09ac\u0987\u09af\u09bc\u09c7\u09b0 \u0985\u09a7\u09cd\u09af\u09be\u09af\u09bc\u09c7 \u09a8\u09bf\u09aa\u09c1\u09a8\u09ad\u09be\u09ac\u09c7 \u09a8\u09a5\u09bf\u09ac\u09a6\u09cd\u09a7 \u0995\u09b0\u09bf\u0964 \u0989\u09aa\u09b0\u09a8\u09cd\u09a4\u09c1, \u0987\u09a8\u09aa\u09c1\u099f \u099f\u09c7\u0995\u09cd\u09b8\u099f \u09a5\u09c7\u0995\u09c7 \u09ac\u09bf\u09b7\u09af\u09bc\u09ac\u09b8\u09cd\u09a4\u09c1 \u0996\u09c1\u0981\u099c\u09c7 \u09aa\u09c7\u09a4\u09c7 \u09b8\u09ae\u09b8\u09cd\u09a4 \u098f\u09a8\u0995\u09cb\u09a1\u09be\u09b0 \u09b8\u09cd\u09a4\u09b0\u09c7\u09b0 \u0989\u09aa\u09b8\u09cd\u09a5\u09be\u09aa\u09a8\u09be\u0997\u09c1\u09b2\u09bf\u09a4\u09c7 \u0995\u09a8\u09b8\u09cd\u099f\u09cd\u09b0\u09c7\u0987\u09a8\u09a1-\u099f\u09cd\u09b0\u09be\u09a8\u09cd\u09b8\u09bf\u09b6\u09a8(\u09ac\u09be\u09af\u09bc\u09cb \u098f\u09a8\u0995\u09cb\u09a1\u09bf\u0982) CRF (\u0995\u09a8\u09cd\u09a1\u09bf\u09b6\u09a8\u09be\u09b2 \u09b0\u200d\u09cd\u09af\u09be\u09a8\u09cd\u09a1\u09ae \u09ab\u09bf\u09b2\u09cd\u09a1) \u09af\u09c1\u0995\u09cd\u09a4 \u0995\u09b0\u09be \u09b9\u09af\u09bc\u09c7\u099b\u09c7\u0964<\/p>\n\n\n\n

\u0995\u09c7\u09a8 CRF (\u0995\u09a8\u09cd\u09a1\u09bf\u09b6\u09a8\u09be\u09b2 \u09b0\u200d\u09cd\u09af\u09be\u09a8\u09cd\u09a1\u09ae \u09ab\u09bf\u09b2\u09cd\u09a1):<\/p>\n\n\n\n

\u25cf CRF \u0985\u09a8\u09c1\u0995\u09cd\u09b0\u09ae\u09c7\u09b0 \u09b2\u0997 \u09b8\u09ae\u09cd\u09ad\u09be\u09ac\u09a8\u09be (\u09b2\u0997\u09b2\u09be\u0987\u0995\u09b2\u09bf\u09b9\u09c1\u09a1) \u09b8\u09b0\u09cd\u09ac\u09be\u09a7\u09bf\u0995 \u0995\u09b0\u09c7 \u098f\u09ac\u0982 \u0985\u09a8\u09c1\u0995\u09cd\u09b0\u09ae \u099f\u09cd\u09af\u09be\u0997\u09c7\u09b0 \u09b8\u09b0\u09cd\u09ac\u09cb\u099a\u09cd\u099a \u09b8\u09ae\u09cd\u09ad\u09be\u09ac\u09a8\u09be \u0985\u09a8\u09c1\u09ae\u09be\u09a8 \u0995\u09b0\u09c7\u0964<\/p>\n\n\n\n

\u25cf CRF \u09b8\u09c0\u09ae\u09be\u09ac\u09a6\u09cd\u09a7\u09a4\u09be \u09a8\u09bf\u09b6\u09cd\u099a\u09bf\u09a4 \u0995\u09b0\u09c7 \u09af\u09c7 \u09b2\u09c7\u09ac\u09c7\u09b2 \u098f\u09a8\u0995\u09cb\u09a1\u09bf\u0982 \u09a6\u09cd\u09ac\u09be\u09b0\u09be \u09a8\u09bf\u09af\u09c1\u0995\u09cd\u09a4 \u09b9\u09bf\u09b8\u09be\u09ac\u09c7 \u09b6\u09c1\u09a7\u09c1\u09ae\u09be\u09a4\u09cd\u09b0 \u09ac\u09c8\u09a7 \u09ae\u09be\u09b2\u09cd\u099f\u09bf\u0997\u09cd\u09b0\u09be\u09ae \u09b8\u09bf\u0995\u09cb\u09af\u09bc\u09c7\u09a8\u09cd\u09b8 \u09b2\u09c7\u09ac\u09c7\u09b2 \u09a4\u09c8\u09b0\u09bf \u0995\u09b0\u09be \u09b9\u09af\u09bc\u09c7\u099b\u09c7 – (\u09af\u09c7\u09ae\u09a8 \u09ac\u09be\u09af\u09bc\u09cb \u098f\u09a8\u0995\u09cb\u09a1\u09bf\u0982 \u098f\u0995\u099f\u09bf \u0995\u09cd\u09b0\u09ae\u09be\u09a8\u09c1\u09b8\u09be\u09b0\u09c7 \u098f\u09a8\u099f\u09bf\u099f\u09bf \u09ac\u09bf\u09ad\u09be\u099c\u09a8\u09c7\u09b0 \u0997\u09cd\u09af\u09be\u09b0\u09be\u09a8\u09cd\u099f\u09bf \u09a6\u09c7\u09af\u09bc \u09a4\u09ac\u09c7 \u0995\u09bf\u099b\u09c1 \u09ac\u09cd\u09af\u09be\u0995\u09b0\u09a3 \u09a8\u09bf\u09af\u09bc\u09ae \u09b0\u09af\u09bc\u09c7\u099b\u09c7 \u09af\u09be \u0985\u09ac\u09b6\u09cd\u09af\u0987 \u09aa\u09c2\u09b0\u09a3 \u0995\u09b0\u09a4\u09c7 \u09b9\u09ac\u09c7)<\/p>\n\n\n\n

\u25cf CRF \u0985\u09a8\u09c1\u0995\u09cd\u09b0\u09ae\u09bf\u0995 \u09b2\u0997 \u09b8\u09ae\u09cd\u09ad\u09be\u09ac\u09a8\u09be (\u09b2\u0997\u09b2\u09be\u0987\u0995\u09b2\u09bf\u09b9\u09c1\u09a1) \u0995\u09cd\u09b7\u09a4\u09bf \u09b9\u09bf\u09b8\u09be\u09ac\u09c7 \u09ac\u09cd\u09af\u09ac\u09b9\u09c3\u09a4 \u09b9\u09af\u09bc \u09af\u09be \u09b8\u09be\u09a7\u09be\u09b0\u09a3 \u09b0\u09c8\u0996\u09bf\u0995 \u09b8\u09cd\u09a4\u09b0\u09c7\u09b0 \u09a5\u09c7\u0995\u09c7 \u09a8\u09c7\u099f\u0993\u09af\u09bc\u09be\u09b0\u09cd\u0995\u09c7\u09b0 \u0986\u0989\u099f\u09aa\u09c1\u099f \u09b2\u0997\u09bf\u099f\u0997\u09c1\u09b2\u09bf\u0995\u09c7 \u0986\u09b0\u0993 \u09ad\u09be\u09b2\u09cb \u0985\u09aa\u09cd\u099f\u09bf\u09ae\u09be\u0987\u099c \u0995\u09b0\u09c7 (\u09af\u09a6\u09bf \u09a8\u09bf\u09a5\u09b0 \u09ac\u09be \u0986\u09a8\u09ab\u09cd\u09b0\u09cb\u099c\u09c7\u09a8 \u09a5\u09be\u0995\u09c7)\u0964 \u098f\u0987 \u09ac\u09bf\u09b7\u09af\u09bc\u099f\u09bf \u09b8\u09be\u09a7\u09be\u09b0\u09a3 \u09b0\u09c8\u0996\u09bf\u0995 \u09b8\u09cd\u09a4\u09b0\u09c7\u09b0 \u0986\u0989\u099f\u09aa\u09c1\u099f\u09c7\u09b0 \u09b8\u09be\u09a5\u09c7 CRF \u09af\u09c1\u0995\u09cd\u09a4 \u09b0\u09c8\u0996\u09bf\u0995 \u09b8\u09cd\u09a4\u09b0\u09c7\u09b0 \u0986\u0989\u099f\u09aa\u09c1\u099f\u09c7\u09b0 \u09a4\u09c1\u09b2\u09a8\u09be \u0995\u09b0\u09c7 \u09b8\u09b9\u099c\u09c7\u0987 \u09a8\u09bf\u09b6\u09cd\u099a\u09bf\u09a4 \u0995\u09b0\u09be \u09af\u09be\u09af\u09bc\u0964<\/p>\n\n\n\n

\u09b8\u09be\u09b0\u09b8\u0982\u0995\u09cd\u09b7\u09c7\u09aa:<\/p>\n\n\n\n

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