{"id":477107,"date":"2023-08-09T09:07:44","date_gmt":"2023-08-09T09:07:44","guid":{"rendered":""},"modified":"2023-09-05T11:14:02","modified_gmt":"2023-09-05T11:14:02","slug":"entity-linking","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/entity-linking\/","title":{"rendered":"\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f"},"content":{"rendered":"<h2>\u0645\u0639\u0631\u0641\u06cc<\/h2>\n<p>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0646\u0627\u0645 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u06cc\u0627 \u062d\u0644 \u0646\u0647\u0627\u062f \u0646\u06cc\u0632 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06cc\u06a9 \u06a9\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0627\u062a\u0635\u0627\u0644 \u0630\u06a9\u0631\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u0641\u0631\u0627\u062f\u060c \u0645\u06a9\u0627\u0646\u200c\u0647\u0627\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0648 \u0627\u0634\u06cc\u0627\u0621) \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u0627\u0646\u0634 \u0627\u0633\u062a. \u067e\u0627\u06cc\u06af\u0627\u0647 \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0627\u0631\u062c\u0627\u0639\u0627\u062a \u0645\u0628\u0647\u0645 \u062f\u0631 \u0645\u062a\u0646 \u0628\u0647 \u0637\u0648\u0631 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u062d\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u062f\u0627\u0646\u0634 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h2>\u0645\u0646\u0634\u0627\u0621 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0628\u0647 \u0627\u0648\u0627\u06cc\u0644 \u062f\u0647\u0647 2000 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0632\u0628\u0627\u0646 \u0634\u0646\u0627\u0633\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u0627\u062a\u0635\u0627\u0644 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627 \u0628\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0628\u0648\u062f\u0646\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 &quot;\u062a\u0634\u062e\u06cc\u0635 \u0630\u06a9\u0631: \u0646\u06a9\u0627\u062a \u0627\u06a9\u062a\u0634\u0627\u0641\u06cc \u0628\u0631\u0627\u06cc \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0647\u0627\u06cc OntoNotes&quot; \u062a\u0648\u0633\u0637 \u0647\u0646\u06af \u062c\u06cc \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646 \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 2010 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f. \u0627\u0632 \u0622\u0646 \u0632\u0645\u0627\u0646\u060c \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 NLP \u0648 \u062f\u0627\u0646\u0634 \u062a\u0642\u0648\u06cc\u062a \u0634\u062f\u0647 \u0627\u0633\u062a. \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc.<\/p>\n<h2>\u062f\u0631\u06a9 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f<\/h2>\n<p>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u062f\u0631 \u0647\u0633\u062a\u0647 \u062e\u0648\u062f \u0634\u0627\u0645\u0644 \u0633\u0647 \u0645\u0631\u062d\u0644\u0647 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0631\u0627 \u0630\u06a9\u0631 \u06a9\u0646\u06cc\u062f<\/strong>: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645 \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 (\u0645\u0646\u0634\u0646 \u0647\u0627) \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0633\u0644 \u0646\u0627\u0645\u0632\u062f<\/strong>: \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u0645\u0632\u062f \u0627\u0632 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0630\u06a9\u0631\u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0628\u0647\u0627\u0645 \u0632\u062f\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a<\/strong>: \u062d\u0644 \u0646\u0647\u0627\u062f \u0635\u062d\u06cc\u062d \u0628\u0631\u0627\u06cc \u0647\u0631 \u0630\u06a9\u0631 \u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062a\u0646\u06cc\u060c \u0648\u0636\u0648\u062d \u0645\u0631\u062c\u0639 \u0645\u0634\u062a\u0631\u06a9 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0627\u0628\u0647\u0627\u0645\u200c\u0632\u062f\u0627\u06cc\u06cc \u0645\u062e\u062a\u0644\u0641.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f<\/h2>\n<p>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u062c\u0632\u0621 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634<\/strong>: \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u0645\u0627\u0646\u0646\u062f \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc\u060c \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631\u060c \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0642\u06cc\u0642 \u0630\u06a9\u0631\u0647\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0633\u0644 \u0646\u0627\u0645\u0632\u062f<\/strong>: \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0634\u0627\u0645\u0644 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0632 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 (\u0645\u0627\u0646\u0646\u062f \u0648\u06cc\u06a9\u06cc\u200c\u067e\u062f\u06cc\u0627\u060c \u0641\u0631\u06cc\u200c\u0628\u06cc\u0633 \u06cc\u0627 DBpedia) \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u0645\u0632\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u0630\u06a9\u0631\u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u200c\u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc<\/strong>: \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u0645\u06cc\u0646\u0647\u060c \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u060c \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0634\u0628\u0627\u0647\u062a\u060c \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0628\u0647\u0627\u0645\u200c\u0632\u062f\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u0644 \u0627\u0628\u0647\u0627\u0645 \u0632\u062f\u0627\u06cc\u06cc<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0645\u062b\u0644\u0627\u064b \u062a\u062d\u062a \u0646\u0638\u0627\u0631\u062a\u060c \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a\u060c \u06cc\u0627 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634) \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0645\u0646\u0637\u0628\u0642 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0630\u06a9\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Entity Linking<\/h2>\n<p>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u0627\u0631\u0632\u0634\u0645\u0646\u062f NLP \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u062f\u0631\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong>: \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u062a\u0637\u0628\u06cc\u0642 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u0648 \u0645\u0639\u0646\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062f\u063a\u0627\u0645 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634<\/strong>: \u0628\u0627 \u0627\u062a\u0635\u0627\u0644 \u0645\u0646\u0634\u0646 \u0647\u0627 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634\u060c \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u060c \u063a\u0646\u06cc \u0633\u0627\u0632\u06cc \u0645\u062a\u0646 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0637\u0639\u0646\u0627\u0645\u0647 \u0645\u0631\u062c\u0639<\/strong>: \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f\u0647\u0627 \u0627\u063a\u0644\u0628 \u0634\u0627\u0645\u0644 \u062a\u0641\u06a9\u06cc\u06a9 \u0645\u0631\u062c\u0639 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0636\u0645\u0627\u06cc\u0631 \u0648 \u0633\u0627\u06cc\u0631 \u0627\u0631\u062c\u0627\u0639\u0627\u062a \u063a\u06cc\u0631\u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f \u0645\u06cc\u0627\u0646 \u0632\u0628\u0627\u0646\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a<\/strong>: \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0648\u0646\u062f \u062f\u0647\u0646\u062f\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0627\u0645\u200c\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0646 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u0648\u0646\u062f \u062f\u0647\u0646\u062f \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0686\u0646\u062f\u0632\u0628\u0627\u0646\u0647 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f<\/h2>\n<p>\u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0628\u0647 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0646\u0648\u0627\u0639 \u0627\u0635\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u067e\u06cc\u0648\u0646\u062f \u062f\u0627\u062f\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634<\/strong><\/td>\n<td>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062a\u0646 \u0628\u0647 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634 (\u0645\u062b\u0644\u0627\u064b \u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627) \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0646\u0645\u0648\u062f\u0627\u0631.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0628\u06cc\u0646 \u0627\u0633\u0646\u0627\u062f<\/strong><\/td>\n<td>\u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u062d\u0644\u200c\u06a9\u0646\u0646\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0646\u0627\u0645 \u0645\u06cc\u200c\u0628\u0631\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0628\u0647\u0627\u0645 \u0632\u062f\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f<\/strong><\/td>\n<td>\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u067e\u06cc\u0648\u0646\u062f \u062f\u0627\u062f\u0646 \u0630\u06a9\u0631 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0622\u0646\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0642\u0637\u0639\u0646\u0627\u0645\u0647 \u0645\u0631\u062c\u0639 \u0645\u0634\u062a\u0631\u06a9<\/strong><\/td>\n<td>\u0622\u062f\u0631\u0633 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0645\u0631\u0627\u062c\u0639 \u0645\u0634\u062a\u0631\u06a9 (\u0645\u062b\u0644\u0627\u064b \u0636\u0645\u0627\u06cc\u0631) \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0627\u0631\u062c\u0627\u0639 \u0634\u062f\u0647.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/h2>\n<p>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ul>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a<\/strong>: \u0628\u0647\u0628\u0648\u062f \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u062a\u0628\u0637 \u062a\u0631 \u0648 \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a<\/strong>: \u0628\u0647\u0628\u0648\u062f \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0628\u0627 \u062f\u0631\u06a9 \u0627\u0631\u062c\u0627\u0639\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627 \u0648 \u0627\u0633\u0646\u0627\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0627\u062e\u062a \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u0646\u0634<\/strong>: \u063a\u0646\u06cc \u0633\u0627\u0632\u06cc \u0648 \u06af\u0633\u062a\u0631\u0634 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u067e\u06cc\u0648\u0646\u062f \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u06af\u0646\u06af<\/strong>: \u062d\u0644 \u0646\u0627\u0645 \u0647\u0627\u06cc \u0645\u0628\u0647\u0645 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0631\u062a\u0628\u0627\u0637 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u06af\u0633\u062a\u0631\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0641\u0634\u0631\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0628\u0627\u0646 \u0648 \u062a\u0646\u0648\u0639 \u062f\u0627\u0645\u0646\u0647<\/strong>: \u0627\u0646\u0637\u0628\u0627\u0642 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u067e\u06cc\u0648\u0646\u062f \u0628\u0647 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0642\u0648\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u06cc\u0646 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0648 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062c\u0646\u0628\u0647<\/th>\n<th>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f<\/th>\n<th>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0647\u0627\u062f \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 (NER)<\/th>\n<th>\u0642\u0637\u0639\u0646\u0627\u0645\u0647 \u0645\u0631\u062c\u0639<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0647\u062f\u0641\u060c \u0648\u0627\u0642\u0639\u06af\u0631\u0627\u06cc\u0627\u0646\u0647<\/strong><\/td>\n<td>\u067e\u06cc\u0648\u0646\u062f \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0646\u0647\u0627\u062f\u0647\u0627<\/td>\n<td>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627<\/td>\n<td>\u0636\u0645\u0627\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0645\u0631\u062c\u0639 \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u062f<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u062d\u062f\u0648\u062f\u0647<\/strong><\/td>\n<td>\u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u06a9\u0627\u0645\u0644<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0645\u062a\u0646<\/td>\n<td>\u0628\u0631 \u0627\u0631\u062c\u0627\u0639\u0627\u062a \u0645\u0634\u062a\u0631\u06a9 \u062f\u0631 \u0645\u062a\u0646 \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062e\u0631\u0648\u062c\u06cc<\/strong><\/td>\n<td>\u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/td>\n<td>\u0627\u0646\u0648\u0627\u0639 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647<\/td>\n<td>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0636\u0645\u0627\u06cc\u0631 \u0648 \u0645\u0631\u0627\u062c\u0639<\/td>\n<\/tr>\n<tr>\n<td><strong>\u06a9\u0627\u0631\u0628\u0631\u062f<\/strong><\/td>\n<td>\u063a\u0646\u06cc \u0633\u0627\u0632\u06cc \u062f\u0627\u0646\u0634<\/td>\n<td>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a<\/td>\n<td>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u06a9\u0646\u06cc\u06a9<\/strong><\/td>\n<td>\u0646\u0633\u0644 \u0646\u0627\u0645\u0632\u062f\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0628\u0647\u0627\u0645\u200c\u0632\u062f\u0627\u06cc\u06cc<\/td>\n<td>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646<\/td>\n<td>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f\u0647\u0627\u060c \u0628\u0627 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 NLP\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc \u062f\u0627\u0646\u0634\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627 \u0648 \u062f\u06cc\u062f\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc<\/strong>: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0627\u0646\u0646\u062f BERT \u0648 GPT-3 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0686\u0646\u062f\u0648\u062c\u0647\u06cc<\/strong>: \u0646\u0647\u0627\u062f \u06af\u0633\u062a\u0631\u0634 \u067e\u06cc\u0648\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0635\u062f\u0627 \u0648 \u0648\u06cc\u062f\u0626\u0648.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0635\u0641\u0631 \u0634\u0627\u062a<\/strong>: \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0646 \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0628\u0631\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0686\u0646\u062f \u0634\u0627\u062a \u06cc\u0627 \u0635\u0641\u0631 \u0634\u0627\u062a.<\/p>\n<\/li>\n<\/ul>\n<h2>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc<\/h2>\n<p>\u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0633\u0631\u0648\u0631 \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u0627\u0646\u0646\u062f OneProxy \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u062d\u062a\u0648\u0627<\/strong>: \u0628\u0627 \u067e\u06cc\u0648\u0646\u062f \u062f\u0627\u062f\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u062f\u0631 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0627\u0648\u0644\u0648\u06cc\u062a \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>: \u06af\u0646\u062c\u0627\u0646\u062f\u0646 \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0647\u062f\u0641 \u06af\u0630\u0627\u0631\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a<\/strong>: \u062f\u0631\u06a9 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0635\u0641\u062d\u0627\u062a \u0648\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a\u06cc \u0647\u062f\u0641\u0645\u0646\u062f \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc<\/strong>: \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0647\u0645 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Entity_linking\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627 \u2013 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/introduction-to-entity-linking-in-nlp-and-its-approaches-8a5f3e21ca79\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0647 \u0633\u0648\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 - \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f\u0647\u0627 \u062f\u0631 NLP<\/a><\/li>\n<li><a href=\"https:\/\/www.aclweb.org\/anthology\/Q14-1027\/\" target=\"_new\" rel=\"noopener nofollow\">\u06af\u0644\u0686\u06cc\u0646 ACL \u2013 \u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647: \u0646\u0638\u0631\u0633\u0646\u062c\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06cc<\/a><\/li>\n<\/ul>\n<p>\u067e\u06cc\u0648\u0646\u062f \u0646\u0647\u0627\u062f \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u06a9\u0627\u0641 \u0628\u06cc\u0646 \u0645\u062a\u0646 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u062f\u0627\u0646\u0634 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0631\u0627 \u067e\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u062f\u0631\u06a9 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0647\u062a\u0631 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u0627\u062f\u0627\u0645\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc NLP \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u067e\u06cc\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062a\u06a9\u0627\u0645\u0644 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.<\/p>","protected":false},"featured_media":468320,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477107","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Entity Linking: Understanding Connections in the Digital World<\/mark>","faq_items":[{"question":"What is entity linking?","answer":"<p>Entity linking, also known as named entity linking or entity resolution, is an important task in natural language processing (NLP) that aims to connect textual mentions of entities to their corresponding entries in a knowledge base or database. This process ensures accurate resolution of ambiguous references and enhances information retrieval and knowledge representation.<\/p>"},{"question":"How did entity linking originate?","answer":"<p>The concept of entity linking emerged in the early 2000s when researchers in information retrieval and computational linguistics sought to improve search engine performance by connecting queries to entities in a structured knowledge base. The first mention of entity linking can be traced to the 2010 paper \"Mention Detection: Heuristics for the OntoNotes annotations\" by Heng Ji, et al.<\/p>"},{"question":"How does entity linking work?","answer":"<p>Entity linking involves three main steps: mention detection, candidate generation, and entity disambiguation. Mentions are extracted from text, candidate entities are generated from a knowledge base, and disambiguation algorithms resolve the correct entity for each mention using contextual information.<\/p>"},{"question":"What are the key features of entity linking?","answer":"<p>Entity linking stands out for its semantic understanding, knowledge base integration, coreference resolution, and cross-lingual linking capabilities. It goes beyond keyword matching and enriches unstructured text with structured information.<\/p>"},{"question":"What types of entity linking exist?","answer":"<p>Entity linking can be categorized into different types, including:<\/p><ol><li>Knowledge Graph Linking: Connecting entities to a knowledge graph for leveraging structured information.<\/li><li>Cross-document Entity Linking: Resolving entity mentions across multiple documents.<\/li><li>Named Entity Disambiguation: Linking mentions of named entities to their correct knowledge base entries.<\/li><li>Co-reference Resolution: Handling co-references to determine the referenced entities.<\/li><\/ol>"},{"question":"How is entity linking used, and what challenges does it face?","answer":"<p>Entity linking finds applications in information retrieval, question answering systems, and knowledge graph construction. Challenges include ambiguity, scalability, and language and domain variation.<\/p>"},{"question":"How does entity linking compare to related terms like Named Entity Recognition and Coreference Resolution?","answer":"<p>Entity linking connects mentions to entities in text, while Named Entity Recognition identifies and classifies entities and Coreference Resolution handles co-references within text. Each technique serves specific applications and uses distinct methods.<\/p>"},{"question":"What are the future perspectives of entity linking?","answer":"<p>The future of entity linking is promising, with ongoing advancements in NLP and AI. Contextual embeddings, multimodal linking, and zero-shot entity linking are potential future technologies.<\/p>"},{"question":"How can proxy servers be associated with entity linking?","answer":"<p>Proxy server providers like OneProxy can leverage entity linking for content categorization, enhanced search, ad targeting, and keyword extraction, thereby enriching users' online experience.<\/p>"},{"question":"Where can I find more information about entity linking?","answer":"<p>For more information, you can refer to the following resources:<\/p><ul><li>Wikipedia - Entity Linking<\/li><li>Towards Data Science - Introduction to Entity Linking in NLP<\/li><li>ACL Anthology - Named Entity Linking: A Survey and Practical Assessment<\/li><\/ul>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477107","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\/477107\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468320"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477107"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}