{"id":476306,"date":"2023-08-09T07:28:31","date_gmt":"2023-08-09T07:28:31","guid":{"rendered":""},"modified":"2023-09-05T11:12:26","modified_gmt":"2023-09-05T11:12:26","slug":"codebert","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/codebert\/","title":{"rendered":"\u06a9\u062f\u0628\u0631\u062a"},"content":{"rendered":"

CodeBERT \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f\u060c \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0648 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0627\u0633\u062a \u0648 \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062f\u0631\u06a9\u060c \u062a\u0631\u062c\u0645\u0647 \u0648 \u062a\u0648\u0644\u06cc\u062f \u06a9\u062f\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n

\u0638\u0647\u0648\u0631 CodeBERT \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n

CodeBERT \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc Microsoft Research Asia \u067e\u062f\u06cc\u062f \u0622\u0645\u062f\u060c \u06cc\u06a9 \u0633\u0627\u0632\u0645\u0627\u0646 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0647 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062f\u0631 \u06cc\u06a9 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 "CodeBERT: \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc" \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 2020 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u060c \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f \u0639\u0645\u0648\u0645 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a.<\/p>\n

\u062e\u0627\u0644\u0642\u0627\u0646 CodeBERT \u0646\u06cc\u0627\u0632 \u0631\u0648\u0632\u0627\u0641\u0632\u0648\u0646 \u0628\u0647 \u0645\u062f\u0644\u06cc \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0627 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f \u062f\u0631\u06a9 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f \u0648 \u0634\u06a9\u0627\u0641 \u0628\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0648 \u06a9\u062f \u0631\u0627 \u067e\u0631 \u06a9\u0646\u062f. CodeBERT \u0627\u0632 \u0627\u06cc\u0646 \u0646\u06cc\u0627\u0632 \u0645\u062a\u0648\u0644\u062f \u0634\u062f \u0648 \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0639\u0631\u0641\u06cc \u062e\u0648\u062f \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 NLP \u0645\u0648\u062c\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

\u06a9\u0634\u0641 CodeBERT: A Deep Dive<\/h2>\n

CodeBERT \u0627\u0633\u0627\u0633\u0627\u064b \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u06a9\u062f\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 BERT (\u0646\u0645\u0627\u06cc\u0634 \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062f\u0648\u0637\u0631\u0641\u0647 \u0627\u0632 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0647 \u0648\u0638\u0627\u06cc\u0641 NLP \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

CodeBERT \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc BERT \u0633\u0646\u062a\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0647\u0645 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0647\u0645 \u0628\u0631 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0647 \u0622\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0646\u062d\u0648 \u0648 \u0645\u0639\u0646\u0627\u06cc \u06a9\u062f \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0646\u0638\u0631\u0627\u062a \u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631\u06a9 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u0627\u0646\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0648\u06a9\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06cc\u06a9 \u06a9\u0627\u0631 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u062f\u06cc\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062f\u0631\u06a9 \u0648 \u062a\u0648\u0644\u06cc\u062f \u06a9\u062f \u0628\u0647\u062a\u0631 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n

Inside CodeBERT: \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n

CodeBERT \u062f\u0631 \u0632\u06cc\u0631 \u06a9\u0627\u067e\u0648\u062a \u0627\u0632 \u0645\u062f\u0644 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06cc\u06a9 \u0646\u0648\u0639 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0647 \u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062e\u0648\u062f \u062a\u0648\u062c\u0647\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062f\u0644 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0648\u0638\u06cc\u0641\u0647 \u06af\u0631\u0641\u062a\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0628\u06cc\u0646 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062f\u0627\u0631\u062f \u0648 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n

\u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u060c CodeBERT \u062f\u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0631\u0627 \u0627\u062a\u062e\u0627\u0630 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u0648\u0644\u060c \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0645\u0627\u0633\u06a9 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0646\u0634\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc (\u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627) \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u067e\u0648\u0634\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0633\u06a9\u200c\u0634\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0648\u0645\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0648\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0631\u062e\u06cc \u062a\u0648\u06a9\u0646 \u0647\u0627 \u0628\u0627 \u0628\u0631\u062e\u06cc \u062f\u06cc\u06af\u0631 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0645\u062f\u0644 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062a\u0648\u06a9\u0646 \u0647\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0634\u062f\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f.<\/p>\n

\u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 CodeBERT \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0631\u0627 \u062f\u0631 \u0647\u0631 \u062f\u0648 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u06a9\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u06cc\u0627\u0645\u0648\u0632\u062f.<\/p>\n

\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc CodeBERT<\/h2>\n

CodeBERT \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n

    \n
  1. \n

    \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647<\/strong>: CodeBERT \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 Python\u060c Java\u060c JavaScript\u060c PHP\u060c Ruby\u060c Go \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n

  2. \n

    \u062a\u0631\u062c\u0645\u0647 \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647<\/strong>: CodeBERT \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0642\u0637\u0639\u0627\u062a \u06a9\u062f \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0647 \u0632\u0628\u0627\u0646 \u062f\u06cc\u06af\u0631 \u062a\u0631\u062c\u0645\u0647 \u06a9\u0646\u062f.<\/p>\n<\/li>\n

  3. \n

    \u062e\u0644\u0627\u0635\u0647 \u06a9\u062f<\/strong>: \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u062e\u0644\u0627\u0635\u0647 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u06cc\u0627 \u0646\u0638\u0631 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0645\u0639\u06cc\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<\/li>\n

  4. \n

    \u062c\u0633\u062a\u062c\u0648\u06cc \u06a9\u062f<\/strong>: \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0642\u0637\u0639\u0647\u200c\u0647\u0627\u06cc \u06a9\u062f\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u062f \u06cc\u0627 \u0628\u0631\u0639\u06a9\u0633.<\/p>\n<\/li>\n

  5. \n

    \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u062f<\/strong>: \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0646\u0627\u0642\u0635\u060c CodeBERT \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u062f\u0627\u0645\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u06a9\u062f \u0631\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n

    \u0627\u0646\u0648\u0627\u0639 CodeBERT: \u06cc\u06a9 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc<\/h2>\n

    \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u06cc\u06a9 \u0646\u0648\u0639 CodeBERT \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f. \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0631\u0627 \u06a9\u0647 CodeBERT \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0622\u0646\u0647\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u062f \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n\n\n\n\n\n\n\n\n
    \u0648\u0638\u06cc\u0641\u0647<\/th>\n\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n
    \u062e\u0644\u0627\u0635\u0647 \u06a9\u062f<\/td>\n\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062e\u0644\u0627\u0635\u0647 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0645\u0639\u06cc\u0646.<\/td>\n<\/tr>\n
    \u062a\u0631\u062c\u0645\u0647 \u06a9\u062f<\/td>\n\u062a\u0631\u062c\u0645\u0647 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0627\u0632 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0647 \u0632\u0628\u0627\u0646 \u062f\u06cc\u06af\u0631.<\/td>\n<\/tr>\n
    \u062c\u0633\u062a\u062c\u0648\u06cc \u06a9\u062f<\/td>\n\u062c\u0633\u062a\u062c\u0648\u06cc \u0642\u0637\u0639\u0647 \u06a9\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0631\u0633 \u0648 \u062c\u0648\u06cc \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u06cc\u0627 \u0628\u0631\u0639\u06a9\u0633.<\/td>\n<\/tr>\n
    \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u062f<\/td>\n\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u062f\u0627\u0645\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u0646\u0627\u0642\u0635.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0639\u0645\u0644\u06cc \u0627\u0632 CodeBERT: \u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h2>\n

    \u0628\u0627 \u0648\u062c\u0648\u062f \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0622\u0646\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CodeBERT \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0622\u0645\u0648\u0632\u0634 CodeBERT \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u0645\u062a\u0646\u0648\u0639\u06cc \u0627\u0632 \u06a9\u062f \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c CodeBERT \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0641\u0634\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n

    \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0645\u062f\u0644 CodeBERT \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u062a\u0631\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n

    CodeBERT: \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627 \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/h2>\n

    CodeBERT \u0627\u0632 \u062f\u06cc\u06af\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0645\u0627\u0646\u0646\u062f RoBERTa \u0648 GPT-2 \u062f\u0631 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0627\u0633\u062a. \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n\n\n\n\n\n\n\n
    \u0645\u062f\u0644<\/th>\n\u062a\u0645\u0631\u06a9\u0632<\/th>\n\u0648\u0638\u0627\u06cc\u0641 \u0642\u0628\u0644 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634<\/th>\n<\/tr>\n<\/thead>\n
    \u06a9\u062f\u0628\u0631\u062a<\/td>\n\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc<\/td>\n\u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u0646\u0642\u0627\u0628\u200c\u062f\u0627\u0631\u060c \u062a\u0634\u062e\u06cc\u0635 \u0631\u0645\u0632 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646<\/td>\n<\/tr>\n
    \u0631\u0648\u0628\u0631\u062a\u0627<\/td>\n\u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc<\/td>\n\u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u0646\u0642\u0627\u0628 \u062f\u0627\u0631<\/td>\n<\/tr>\n
    GPT-2<\/td>\n\u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc<\/td>\n\u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 CodeBERT<\/h2>\n

    \u0645\u0639\u0631\u0641\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f CodeBERT \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f. \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631\u0647\u0627\u06cc \u06a9\u062f \u0647\u0648\u0634\u0645\u0646\u062f\u06cc \u0628\u0627\u0634\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0642\u0635\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u0646\u062f \u0648 \u06a9\u062f \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0646\u0646\u062f\u060c \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0634\u06a9\u0627\u0644\u0627\u062a \u06a9\u062f \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u0646\u062f.<\/p>\n

    \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c CodeBERT \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0634\u0648\u062f \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u062a\u0631 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f\u060c \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062d\u062a\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

    \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 CodeBERT<\/h2>\n

    \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062a\u0633\u0647\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f CodeBERT \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0627\u0636\u0627\u0641\u06cc \u0627\u0632 \u0627\u0645\u0646\u06cc\u062a \u0648 \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u0646\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u06a9\u062f \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n

    \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627\u0631 \u0631\u0627 \u0645\u062a\u0639\u0627\u062f\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0631\u0627\u062d\u062a \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06cc\u0627 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 CodeBERT\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647\u060c \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u0646\u062f.<\/p>\n

    \u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n

    \u0628\u0631\u0627\u06cc \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f CodeBERT \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f:<\/p>\n

      \n
    1. \n

      \u06a9\u062f\u0628\u0631\u062a: \u0645\u062f\u0644\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0637\u0628\u06cc\u0639\u06cc<\/a> - \u0645\u0642\u0627\u0644\u0647 \u067e\u0698\u0648\u0647\u0634\u06cc \u0627\u0635\u0644\u06cc \u0645\u0639\u0631\u0641\u06cc CodeBERT.<\/p>\n<\/li>\n

    2. \n

      \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u0633\u06cc\u0627<\/a> - \u0633\u0627\u0632\u0645\u0627\u0646 \u067e\u0634\u062a CodeBERT.<\/p>\n<\/li>\n

    3. \n

      BERT: \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u06cc \u062f\u0648 \u062c\u0647\u062a\u0647 \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646<\/a> - \u0645\u0642\u0627\u0644\u0647 \u0628\u0646\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f BERT\u060c \u0645\u0628\u0646\u0627\u06cc CodeBERT.<\/p>\n<\/li>\n<\/ol>","protected":false},"featured_media":467894,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476306","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about CodeBERT: A Bridge Between Code and Natural Language<\/mark>","faq_items":[{"question":"What is CodeBERT?","answer":"

      CodeBERT is a pre-trained model developed by Microsoft Research Asia, designed specifically for understanding and processing programming languages. It uses a combination of natural language processing and programming languages to translate, summarize, and complete code, among other tasks.<\/p>"},{"question":"Who developed CodeBERT and when was it first mentioned?","answer":"

      CodeBERT was developed by Microsoft Research Asia and was first mentioned in a research paper titled \"CodeBERT: A Pre-Trained Model for Programming and Natural Languages,\" published in 2020.<\/p>"},{"question":"How does CodeBERT work?","answer":"

      CodeBERT uses a transformer-based model for its underlying operations. It leverages self-attention mechanisms to capture dependencies in input data. The model employs two pre-training techniques: masked language modeling, where it predicts randomly masked tokens from the input, and replaced token detection, where it identifies tokens that have been replaced with others.<\/p>"},{"question":"What are the key features of CodeBERT?","answer":"

      CodeBERT has several key features. It can understand multiple programming languages, translate code snippets from one programming language to another, generate a natural language summary for a given piece of code, search for code snippets given a natural language query, and predict the likely continuation of an incomplete code snippet.<\/p>"},{"question":"What are some challenges of using CodeBERT and how can they be solved?","answer":"

      Some challenges of using CodeBERT include the requirement of a large and diverse dataset for training and the extensive computational resources it requires. These challenges can be addressed by employing transfer learning, where a pre-trained CodeBERT model is fine-tuned for specific tasks, and by using cloud-based platforms for training.<\/p>"},{"question":"How does CodeBERT compare to similar models like RoBERTa and GPT-2?","answer":"

      Unlike RoBERTa and GPT-2, which are primarily focused on natural languages, CodeBERT is designed to understand both programming and natural languages. While RoBERTa and GPT-2 use only masked language modeling and language modeling respectively as pre-training tasks, CodeBERT employs both masked language modeling and replaced token detection.<\/p>"},{"question":"How can proxy servers be used with CodeBERT?","answer":"

      Proxy servers can provide an additional layer of security when working with CodeBERT, especially when dealing with valuable codebases. They can also balance the load and ensure efficient access to online resources used for training or deploying CodeBERT, particularly in a distributed computing environment.<\/p>"},{"question":"What are some future perspectives related to CodeBERT?","answer":"

      Future technologies may leverage CodeBERT to develop intelligent code editors that predict a programmer's intent and autocomplete code, or systems that understand and fix bugs in code automatically. It could also be combined with technologies like reinforcement learning to create models that learn to code more effectively.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476306\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/467894"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=476306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}