{"id":476002,"date":"2023-08-09T07:25:33","date_gmt":"2023-08-09T07:25:33","guid":{"rendered":""},"modified":"2023-09-05T11:11:49","modified_gmt":"2023-09-05T11:11:49","slug":"bert","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/bert\/","title":{"rendered":"\u092c\u0930\u094d\u091f"},"content":{"rendered":"

\u092c\u0940\u0908\u0906\u0930\u091f\u0940, \u092f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u0938\u0947 \u0926\u094d\u0935\u093f\u0926\u093f\u0936 \u090f\u0928\u0915\u094b\u0921\u0930 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935, \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 (\u090f\u0928\u090f\u0932\u092a\u0940) \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u090f\u0915 \u0915\u094d\u0930\u093e\u0902\u0924\u093f\u0915\u093e\u0930\u0940 \u0924\u0930\u0940\u0915\u093e \u0939\u0948 \u091c\u094b \u092d\u093e\u0937\u093e \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0907\u0938 \u0924\u0930\u0939 \u0938\u0947 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u092a\u0939\u0932\u0947 \u0915\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0938\u0902\u092d\u0935 \u0928\u0939\u0940\u0902 \u0925\u093e\u0964<\/p>\n

BERT \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0914\u0930 \u0907\u0924\u093f\u0939\u093e\u0938<\/h2>\n

BERT \u0915\u094b 2018 \u092e\u0947\u0902 Google AI \u092d\u093e\u0937\u093e \u0915\u0947 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u0947\u0936 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964 BERT \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u092a\u0940\u091b\u0947 \u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u090f\u0915 \u0910\u0938\u093e \u0938\u092e\u093e\u0927\u093e\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0928\u093e \u0925\u093e \u091c\u094b \u092a\u093f\u091b\u0932\u0947 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0938\u0940\u092e\u093e\u0913\u0902 \u0915\u094b \u0926\u0942\u0930 \u0915\u0930 \u0938\u0915\u0947\u0964 BERT \u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0932\u094d\u0932\u0947\u0916 \u092a\u0947\u092a\u0930 "BERT: \u092a\u094d\u0930\u0940-\u091f\u094d\u0930\u0947\u0928\u093f\u0902\u0917 \u0911\u092b \u0921\u0940\u092a \u092c\u093e\u0908\u0921\u093e\u092f\u0930\u0947\u0915\u094d\u0936\u0928\u0932 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u092b\u0949\u0930 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u0905\u0902\u0921\u0930\u0938\u094d\u091f\u0948\u0902\u0921\u093f\u0902\u0917" \u092e\u0947\u0902 \u0925\u093e, \u091c\u094b arXiv \u092a\u0930 \u092a\u094d\u0930\u0915\u093e\u0936\u093f\u0924 \u0939\u0941\u0906 \u0925\u093e\u0964<\/p>\n

\u092c\u0930\u094d\u091f \u0915\u094b \u0938\u092e\u091d\u0928\u093e<\/h2>\n

\u092c\u0940\u0908\u0906\u0930\u091f\u0940 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u094b \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u090f\u0915 \u0935\u093f\u0927\u093f \u0939\u0948, \u091c\u093f\u0938\u0915\u093e \u0905\u0930\u094d\u0925 \u0939\u0948 \u092c\u0921\u093c\u0940 \u092e\u093e\u0924\u094d\u0930\u093e \u092e\u0947\u0902 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e \u092a\u0930 \u090f\u0915 \u0938\u093e\u092e\u093e\u0928\u094d\u092f-\u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f "\u092d\u093e\u0937\u093e \u0938\u092e\u091d" \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u093e, \u092b\u093f\u0930 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0909\u0938 \u092e\u0949\u0921\u0932 \u0915\u094b \u0920\u0940\u0915 \u0915\u0930\u0928\u093e\u0964 BERT \u0928\u0947 \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0907\u0938\u0947 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u0940 \u091c\u091f\u093f\u0932\u0924\u093e\u0913\u0902 \u0915\u094b \u0905\u0927\u093f\u0915 \u0938\u091f\u0940\u0915 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u091d\u0928\u0947 \u0914\u0930 \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964<\/p>\n

BERT \u0915\u093e \u092a\u094d\u0930\u092e\u0941\u0916 \u0928\u0935\u093e\u091a\u093e\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u0915\u093e \u0926\u094d\u0935\u093f\u0926\u093f\u0936\u093e\u0924\u094d\u092e\u0915 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0939\u0948\u0964 \u092a\u093f\u091b\u0932\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u094b \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e \u0915\u094b \u090f\u0915 \u0926\u093f\u0936\u093e \u092e\u0947\u0902 (\u092f\u093e \u0924\u094b \u092c\u093e\u090f\u0902 \u0938\u0947 \u0926\u093e\u090f\u0902 \u092f\u093e \u0926\u093e\u090f\u0902 \u0938\u0947 \u092c\u093e\u090f\u0902) \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, BERT \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u092a\u0942\u0930\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e \u0915\u094b \u090f\u0915 \u0939\u0940 \u092c\u093e\u0930 \u092e\u0947\u0902 \u092a\u0922\u093c\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092e\u0949\u0921\u0932 \u0915\u094b \u0915\u093f\u0938\u0940 \u0936\u092c\u094d\u0926 \u0915\u0947 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u094b \u0909\u0938\u0915\u0947 \u0938\u092d\u0940 \u092a\u0930\u093f\u0935\u0947\u0936 (\u0936\u092c\u094d\u0926 \u0915\u0947 \u092c\u093e\u090f\u0901 \u0914\u0930 \u0926\u093e\u090f\u0901) \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n

BERT \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e \u0914\u0930 \u0915\u093e\u0930\u094d\u092f\u092a\u094d\u0930\u0923\u093e\u0932\u0940<\/h2>\n

BERT \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0928\u093e\u092e\u0915 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948\u0964 \u090f\u0915 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092e\u0947\u0902 \u090f\u0915 \u090f\u0928\u0915\u094b\u0921\u0930 \u0914\u0930 \u0921\u093f\u0915\u094b\u0921\u0930 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b\u0924\u093e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 BERT \u0915\u0947\u0935\u0932 \u090f\u0928\u0915\u094b\u0921\u0930 \u092d\u093e\u0917 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u090f\u0928\u0915\u094b\u0921\u0930 \u0915\u0947 \u0926\u094b \u092d\u093e\u0917 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902:<\/p>\n

    \n
  1. \u0906\u0924\u094d\u092e-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930: \u092f\u0939 \u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948 \u0915\u093f \u0935\u093e\u0915\u094d\u092f \u092e\u0947\u0902 \u0915\u094c\u0928 \u0938\u0947 \u0936\u092c\u094d\u0926 \u090f\u0915-\u0926\u0942\u0938\u0930\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0939\u0948\u0902\u0964 \u092f\u0939 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0936\u092c\u094d\u0926 \u0915\u0940 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915\u0924\u093e \u0915\u094b \u0938\u094d\u0915\u094b\u0930 \u0915\u0930\u0915\u0947 \u0914\u0930 \u090f\u0915 \u0926\u0942\u0938\u0930\u0947 \u092a\u0930 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u092d\u093e\u0935 \u0915\u094b \u092e\u093e\u092a\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u0928 \u0905\u0902\u0915\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0910\u0938\u093e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/li>\n
  2. \u092b\u093c\u0940\u0921-\u092b\u093c\u0949\u0930\u0935\u0930\u094d\u0921 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915: \u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u0915\u0947 \u092c\u093e\u0926, \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u094b \u092b\u093c\u0940\u0921-\u092b\u093c\u0949\u0930\u0935\u0930\u094d\u0921 \u0928\u094d\u092f\u0942\u0930\u0932 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u092e\u0947\u0902 \u092d\u0947\u091c \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/li>\n<\/ol>\n

    \u092c\u0940\u0908\u0906\u0930\u091f\u0940 \u092e\u0947\u0902 \u0938\u0942\u091a\u0928\u093e \u092a\u094d\u0930\u0935\u093e\u0939 \u0926\u094d\u0935\u093f\u0926\u093f\u0936\u093e\u0924\u094d\u092e\u0915 \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u0936\u092c\u094d\u0926 \u0915\u0947 \u092a\u0939\u0932\u0947 \u0914\u0930 \u092c\u093e\u0926 \u0915\u0947 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u094b \u0926\u0947\u0916\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0905\u0927\u093f\u0915 \u0938\u091f\u0940\u0915 \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0938\u092e\u091d \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n

    BERT \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h2>\n
      \n
    1. \n

      \u0926\u094d\u0935\u093f\u0926\u093f\u0936\u093e\u0924\u094d\u092e\u0915\u0924\u093e<\/strong>: \u092a\u093f\u091b\u0932\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, BERT \u0915\u093f\u0938\u0940 \u0936\u092c\u094d\u0926 \u0915\u0947 \u092a\u0939\u0932\u0947 \u0914\u0930 \u092c\u093e\u0926 \u092e\u0947\u0902 \u0906\u0928\u0947 \u0935\u093e\u0932\u0947 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u094b \u0926\u0947\u0916\u0915\u0930 \u0909\u0938\u0915\u0947 \u092a\u0942\u0930\u094d\u0923 \u0938\u0902\u0926\u0930\u094d\u092d \u092a\u0930 \u0935\u093f\u091a\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    2. \n

      \u091f\u094d\u0930\u093e\u0928\u094d\u0938\u092b\u093c\u0949\u0930\u094d\u092e\u0930<\/strong>: BERT \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0907\u0938\u0947 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0932\u0902\u092c\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u0915\u094b \u0905\u0927\u093f\u0915 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0914\u0930 \u0915\u0941\u0936\u0932\u0924\u093e \u0938\u0947 \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u0926\u0947\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    3. \n

      \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0914\u0930 \u092b\u093e\u0907\u0928-\u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917<\/strong>: BERT \u0915\u094b \u092c\u093f\u0928\u093e \u0932\u0947\u092c\u0932 \u0935\u093e\u0932\u0947 \u091f\u0947\u0915\u094d\u0938\u094d\u091f \u0921\u0947\u091f\u093e \u0915\u0947 \u090f\u0915 \u092c\u0921\u093c\u0947 \u0938\u0902\u0917\u094d\u0930\u0939 \u092a\u0930 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u092b\u093f\u0930 \u090f\u0915 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f \u092a\u0930 \u0920\u0940\u0915 \u0938\u0947 \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

      \u092c\u0930\u094d\u091f \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n

      BERT \u0926\u094b \u0906\u0915\u093e\u0930\u094b\u0902 \u092e\u0947\u0902 \u0906\u0924\u093e \u0939\u0948:<\/p>\n

        \n
      1. \u092c\u0930\u094d\u091f-\u092c\u0947\u0938<\/strong>: 12 \u092a\u0930\u0924\u0947\u0902 (\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092c\u094d\u0932\u0949\u0915), 12 \u0927\u094d\u092f\u093e\u0928 \u0936\u0940\u0930\u094d\u0937, \u0914\u0930 110 \u092e\u093f\u0932\u093f\u092f\u0928 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930\u0964<\/li>\n
      2. \u092c\u0930\u094d\u091f-\u092c\u0921\u093c\u0947<\/strong>: 24 \u092a\u0930\u0924\u0947\u0902 (\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092c\u094d\u0932\u0949\u0915), 16 \u0927\u094d\u092f\u093e\u0928 \u0936\u0940\u0930\u094d\u0937, \u0914\u0930 340 \u092e\u093f\u0932\u093f\u092f\u0928 \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930\u0964<\/li>\n<\/ol>\n\n\n\n\n\n\n\n
        <\/th>\n\u092c\u0930\u094d\u091f-\u092c\u0947\u0938<\/th>\n\u092c\u0930\u094d\u091f-\u092c\u0921\u093c\u0947<\/th>\n<\/tr>\n<\/thead>\n
        \u092a\u0930\u0924\u0947\u0902 (\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u092c\u094d\u0932\u0949\u0915)<\/td>\n12<\/td>\n24<\/td>\n<\/tr>\n
        \u0927\u094d\u092f\u093e\u0928 \u0926\u0947\u0902 \u092a\u094d\u0930\u092e\u0941\u0916\u094b\u0902<\/td>\n12<\/td>\n16<\/td>\n<\/tr>\n
        \u092a\u0948\u0930\u093e\u092e\u0940\u091f\u0930<\/td>\n110 \u092e\u093f\u0932\u093f\u092f\u0928<\/td>\n340 \u092e\u093f\u0932\u093f\u092f\u0928<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        BERT \u0915\u0947 \u0938\u093e\u0925 \u0909\u092a\u092f\u094b\u0917, \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n

        \u092a\u094d\u0930\u0936\u094d\u0928 \u0909\u0924\u094d\u0924\u0930 \u092a\u094d\u0930\u0923\u093e\u0932\u0940, \u0935\u093e\u0915\u094d\u092f \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0914\u0930 \u0907\u0915\u093e\u0908 \u092a\u0939\u091a\u093e\u0928 \u091c\u0948\u0938\u0947 \u0915\u0908 \u090f\u0928\u090f\u0932\u092a\u0940 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 BERT \u0915\u093e \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n

        BERT \u0915\u0947 \u0938\u093e\u0925 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n

          \n
        1. \n

          \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u0902\u0938\u093e\u0927\u0928<\/strong>: BERT \u0915\u094b \u0905\u092a\u0928\u0947 \u092c\u0921\u093c\u0940 \u0938\u0902\u0916\u094d\u092f\u093e \u092e\u0947\u0902 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0914\u0930 \u0917\u0939\u0930\u0940 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e \u0915\u0947 \u0915\u093e\u0930\u0923 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n

        2. \n

          \u092a\u093e\u0930\u0926\u0930\u094d\u0936\u093f\u0924\u093e \u0915\u0940 \u0915\u092e\u0940<\/strong>: \u0915\u0908 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0924\u0930\u0939, BERT \u090f\u0915 "\u092c\u094d\u0932\u0948\u0915 \u092c\u0949\u0915\u094d\u0938" \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0938\u092e\u091d\u0928\u093e \u092e\u0941\u0936\u094d\u0915\u093f\u0932 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948 \u0915\u093f \u092f\u0939 \u0915\u093f\u0938\u0940 \u0935\u093f\u0936\u0947\u0937 \u0928\u093f\u0930\u094d\u0923\u092f \u092a\u0930 \u0915\u0948\u0938\u0947 \u092a\u0939\u0941\u0902\u091a\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

          \u0907\u0928 \u0938\u092e\u0938\u094d\u092f\u093e\u0913\u0902 \u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n

            \n
          1. \n

            \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e<\/strong>: \u0936\u0941\u0930\u0941\u0906\u0924 \u0938\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u092c\u091c\u093e\u092f, \u0915\u094b\u0908 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 BERT \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092a\u0930 \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u0915\u092e \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n

          2. \n

            \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0915\u093e\u0930 \u0909\u092a\u0915\u0930\u0923<\/strong>: LIME \u0914\u0930 SHAP \u091c\u0948\u0938\u0947 \u0909\u092a\u0915\u0930\u0923 BERT \u092e\u0949\u0921\u0932 \u0915\u0947 \u0928\u093f\u0930\u094d\u0923\u092f\u094b\u0902 \u0915\u094b \u0905\u0927\u093f\u0915 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u092f\u094b\u0917\u094d\u092f \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n

            BERT \u0914\u0930 \u0907\u0938\u0940 \u0924\u0930\u0939 \u0915\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0901<\/h2>\n\n\n\n\n\n\n\n
            <\/th>\n\u092c\u0930\u094d\u091f<\/th>\n\u090f\u0932\u090f\u0938\u091f\u0940\u090f\u092e<\/th>\n<\/tr>\n<\/thead>\n
            \u0926\u093f\u0936\u093e<\/td>\n\u0926\u094d\u0935\u093f\u0926\u093f\u0936<\/td>\n\u0926\u093f\u0936\u093e\u0939\u0940\u0928<\/td>\n<\/tr>\n
            \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e<\/td>\n\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930<\/td>\n\u0906\u0935\u0930\u094d\u0924\u0915<\/td>\n<\/tr>\n
            \u092a\u094d\u0930\u093e\u0938\u0902\u0917\u093f\u0915 \u0938\u092e\u091d<\/td>\n\u092c\u0947\u0939\u0924\u0930<\/td>\n\u0938\u0940\u092e\u093f\u0924<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u092c\u0940\u0908\u0906\u0930\u091f\u0940 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h2>\n

            BERT \u090f\u0928\u090f\u0932\u092a\u0940 \u092e\u0947\u0902 \u0928\u090f \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0915\u0930\u0928\u093e \u091c\u093e\u0930\u0940 \u0930\u0916\u0924\u093e \u0939\u0948\u0964 \u0921\u093f\u0938\u094d\u091f\u093f\u0932\u092c\u0930\u094d\u091f, BERT \u0915\u093e \u090f\u0915 \u091b\u094b\u091f\u093e, \u0924\u0947\u091c\u093c \u0914\u0930 \u0939\u0932\u094d\u0915\u093e \u0938\u0902\u0938\u094d\u0915\u0930\u0923, \u0914\u0930 RoBERTa, BERT \u0915\u093e \u090f\u0915 \u0938\u0902\u0938\u094d\u0915\u0930\u0923 \u091c\u094b \u0905\u0917\u0932\u0947-\u0935\u093e\u0915\u094d\u092f \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0915\u094b \u0939\u091f\u093e \u0926\u0947\u0924\u093e \u0939\u0948, \u0939\u093e\u0932 \u0915\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u0947 \u0909\u0926\u093e\u0939\u0930\u0923 \u0939\u0948\u0902\u0964<\/p>\n

            \u092c\u0940\u0908\u0906\u0930\u091f\u0940 \u092e\u0947\u0902 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0936\u094b\u0927 \u092e\u0949\u0921\u0932 \u0915\u094b \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932, \u0905\u0927\u093f\u0915 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e\u0924\u094d\u092e\u0915 \u0914\u0930 \u0932\u0902\u092c\u0947 \u0905\u0928\u0941\u0915\u094d\u0930\u092e\u094b\u0902 \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u092e\u0947\u0902 \u092c\u0947\u0939\u0924\u0930 \u092c\u0928\u093e\u0928\u0947 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n

            BERT \u0914\u0930 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930<\/h2>\n

            BERT \u0915\u093e\u092b\u0940 \u0939\u0926 \u0924\u0915 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0938\u0947 \u0905\u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f BERT \u090f\u0915 \u090f\u0928\u090f\u0932\u092a\u0940 \u092e\u0949\u0921\u0932 \u0939\u0948 \u0914\u0930 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0928\u0947\u091f\u0935\u0930\u094d\u0915\u093f\u0902\u0917 \u091f\u0942\u0932 \u0939\u0948\u0902\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 BERT \u092e\u0949\u0921\u0932 \u0921\u093e\u0909\u0928\u0932\u094b\u0921 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u092f\u093e \u090f\u092a\u0940\u0906\u0908 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0909\u0928\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f, OneProxy \u091c\u0948\u0938\u093e \u090f\u0915 \u0935\u093f\u0936\u094d\u0935\u0938\u0928\u0940\u092f, \u0924\u0947\u091c\u093c \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0938\u094d\u0925\u093f\u0930 \u0914\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093f\u0924 \u0921\u0947\u091f\u093e \u091f\u094d\u0930\u093e\u0902\u0938\u092e\u093f\u0936\u0928 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n

            \u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n
              \n
            1. \n

              \u092c\u0930\u094d\u091f: \u092d\u093e\u0937\u093e \u0938\u092e\u091d \u0915\u0947 \u0932\u093f\u090f \u0921\u0940\u092a \u092c\u093e\u0908\u0921\u093e\u092f\u0930\u0947\u0915\u094d\u0936\u0928\u0932 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u0915\u093e \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923<\/a><\/p>\n<\/li>\n

            2. \n

              Google AI \u092c\u094d\u0932\u0949\u0917: \u0913\u092a\u0928 \u0938\u094b\u0930\u094d\u0938\u093f\u0902\u0917 BERT<\/a><\/p>\n<\/li>\n

            3. \n

              \u092c\u0930\u094d\u091f \u0938\u092e\u091d\u093e\u092f\u093e: \u0938\u093f\u0926\u094d\u0927\u093e\u0902\u0924 \u0914\u0930 \u091f\u094d\u092f\u0942\u091f\u094b\u0930\u093f\u092f\u0932 \u0915\u0947 \u0938\u093e\u0925 \u090f\u0915 \u0938\u0902\u092a\u0942\u0930\u094d\u0923 \u0917\u093e\u0907\u0921<\/a><\/p>\n<\/li>\n<\/ol>","protected":false},"featured_media":467710,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476002","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Bidirectional Encoder Representations from Transformers (BERT)<\/mark>","faq_items":[{"question":"What is BERT?","answer":"

              BERT, or Bidirectional Encoder Representations from Transformers, is a cutting-edge method in the field of natural language processing (NLP) that leverages Transformer models to understand language in a way that surpasses earlier technologies.<\/p>"},{"question":"Who introduced BERT and when?","answer":"

              BERT was introduced by researchers at Google AI Language in 2018. The paper titled \"BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding,\" published on arXiv, was the first to mention BERT.<\/p>"},{"question":"What is the key innovation of BERT?","answer":"

              The key innovation of BERT is its bidirectional training of Transformers. This is a departure from previous models that processed text data in one direction only. BERT reads the entire sequence of words at once, learning the context of a word based on all its surroundings.<\/p>"},{"question":"How does BERT work internally?","answer":"

              BERT uses an architecture known as Transformer, specifically its encoder part. Each Transformer encoder comprises a self-attention mechanism, which determines the relevance of words to each other, and a feed-forward neural network, which the words pass through after the attention mechanism. BERT's bidirectional information flow gives it a richer contextual understanding of language.<\/p>"},{"question":"What are the main types of BERT?","answer":"

              BERT primarily comes in two sizes: BERT-Base and BERT-Large. BERT-Base has 12 layers, 12 attention heads, and 110 million parameters. BERT-Large, on the other hand, has 24 layers, 16 attention heads, and 340 million parameters.<\/p>"},{"question":"What challenges might one face when using BERT?","answer":"

              BERT requires substantial computational resources for training due to its large number of parameters and deep architecture. Furthermore, like many deep learning models, BERT can be a \"black box,\" making it challenging to understand how it makes a particular decision.<\/p>"},{"question":"How do BERT and proxy servers relate?","answer":"

              While BERT and proxy servers operate in different spheres (NLP and networking, respectively), a proxy server can be crucial when downloading pre-trained BERT models or using them via APIs. A reliable proxy server like OneProxy ensures secure and stable data transmission.<\/p>"},{"question":"What are the future prospects related to BERT?","answer":"

              BERT continues to inspire new models in NLP like DistilBERT and RoBERTa. Future research in BERT may focus on making the model more efficient, more interpretable, and better at handling longer sequences.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476002","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476002\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/467710"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=476002"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}