{"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\/ar\/wiki\/entity-linking\/","title":{"rendered":"\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646"},"content":{"rendered":"<h2>\u0645\u0642\u062f\u0645\u0629<\/h2>\n<p>\u064a\u0639\u062f \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649 \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u064a\u0627\u0646\u060c \u0645\u0647\u0645\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0644\u063a\u0629 \u0637\u0628\u064a\u0639\u064a\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 (NLP) 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\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0636\u0645\u0646 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u062f\u0642\u0629 \u0645\u0631\u062c\u0639\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0636\u0645\u0627\u0626\u0631 \u0648\u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u063a\u064a\u0631 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u0644\u0643\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0644\u063a\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0623\u0646\u0638\u0645\u0629 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0623\u064a\u0636\u064b\u0627 \u0631\u0628\u0637 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0639\u0628\u0631 \u0644\u063a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0639\u062f\u0629 \u0644\u063a\u0627\u062a.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0625\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0631\u0628\u0637 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u064a<\/strong><\/td>\n<td>\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0646\u0635 \u0628\u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u064a (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627) \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0644\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0631\u0628\u0637 \u0643\u064a\u0627\u0646 \u0639\u0628\u0631 \u0627\u0644\u0645\u0633\u062a\u0646\u062f<\/strong><\/td>\n<td>\u062d\u0644 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0643\u064a\u0627\u0646 \u0639\u0628\u0631 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u0648\u0636\u064a\u062d \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649<\/strong><\/td>\n<td>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0631\u0628\u0637 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0644\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0628\u0625\u062f\u062e\u0627\u0644\u0627\u062a\u0647\u0627 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u0629.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0631\u062c\u0639\u064a \u0627\u0644\u0645\u0634\u062a\u0631\u0643<\/strong><\/td>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0636\u0645\u0627\u0626\u0631) \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0631 \u0625\u0644\u064a\u0647\u0627.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629<\/h2>\n<p>\u064a\u062c\u062f \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/strong>: \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0646\u062a\u0627\u0626\u062c \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0630\u0627\u062a \u0635\u0644\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/strong>: \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u0643\u064a\u0627\u0646 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0646\u0627\u0621 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0645\u0639\u0631\u0641\u064a<\/strong>: \u0625\u062b\u0631\u0627\u0621 \u0648\u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0631\u0628\u0637 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629.<\/p>\n<\/li>\n<\/ul>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0644\u062a\u0628\u0627\u0633<\/strong>: \u064a\u062a\u0637\u0644\u0628 \u062d\u0644 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u063a\u0627\u0645\u0636\u0629 \u0644\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u064b\u0627 \u0644\u0644\u0633\u064a\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u064a\u0627\u0646 \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642 \u0645\u0631\u062a\u0628\u0637\u064b\u0627 \u0628\u0642\u0648\u0627\u0639\u062f \u0645\u0639\u0631\u0641\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0623\u0645\u0631\u064b\u0627 \u0645\u0643\u062b\u0641\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0644\u063a\u0629 \u0648\u0627\u0644\u0645\u062c\u0627\u0644<\/strong>: \u064a\u062a\u0637\u0644\u0628 \u062a\u0643\u064a\u064a\u0641 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0628\u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0642\u0648\u064a\u0629.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a<\/h2>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0628\u064a\u0646 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0648\u062c\u0647<\/th>\n<th>\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646<\/th>\n<th>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649 (NER)<\/th>\n<th>\u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0631\u062c\u0639\u064a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0645\u0648\u0636\u0648\u0639\u064a<\/strong><\/td>\n<td>\u0631\u0628\u0637 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0631\u0628\u0637 \u0627\u0644\u0636\u0645\u0627\u0626\u0631 \u0628\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0646\u0650\u0637\u064e\u0627\u0642<\/strong><\/td>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635 \u0627\u0644\u0643\u0627\u0645\u0644<\/td>\n<td>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0641\u064a \u0627\u0644\u0646\u0635<\/td>\n<td>\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0646\u0635<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0646\u062a\u0627\u062c |<\/strong><\/td>\n<td>\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629<\/td>\n<td>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0631\u0641 \u0628\u0647\u0627<\/td>\n<td>\u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0627\u0644\u0636\u0645\u0627\u0626\u0631 \u0648\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0637\u0644\u0628<\/strong><\/td>\n<td>\u0625\u062b\u0631\u0627\u0621 \u0627\u0644\u0645\u0639\u0631\u0641\u0629<\/td>\n<td>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/td>\n<td>\u062a\u0639\u0632\u064a\u0632 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td><strong>\u062a\u0642\u0646\u064a\u0627\u062a<\/strong><\/td>\n<td>\u062c\u064a\u0644 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646\u060c \u0646\u0645\u0627\u0630\u062c \u062a\u0648\u0636\u064a\u062d<\/td>\n<td>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f<\/td>\n<td>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644<\/h2>\n<p>\u0645\u0633\u062a\u0642\u0628\u0644 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0639\u062f\u060c \u0645\u0639 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\n<p><strong>\u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0633\u064a\u0627\u0642\u064a<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0645\u062b\u0644 BERT \u0648GPT-3 \u0644\u062a\u0639\u0632\u064a\u0632 \u062f\u0642\u0629 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/strong>: \u062a\u0648\u0633\u064a\u0639 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0644\u064a\u0634\u0645\u0644 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0628\u062f\u0648\u0646 \u0637\u0644\u0642\u0629<\/strong>: \u062a\u0645\u0643\u064a\u0646 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0644\u0642\u0637\u0629 \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0623\u0648 \u0627\u0644\u0644\u0642\u0637\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0648\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0645\u062b\u0644 OneProxy \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/strong>: \u0645\u0646 \u062e\u0644\u0627\u0644 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062f \u0623\u0648\u0644\u0648\u064a\u0627\u062a\u0647\u0627 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0645\u0639\u0632\u0632<\/strong>: \u064a\u0633\u0627\u0639\u062f \u062f\u0645\u062c \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0628\u062d\u062b \u0648\u0645\u0644\u0627\u0621\u0645\u062a\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a<\/strong>: \u0625\u0646 \u0641\u0647\u0645 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0641\u064a \u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/strong>: \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0647\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Entity_linking\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627 \u2013 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/introduction-to-entity-linking-in-nlp-and-its-approaches-8a5f3e21ca79\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u062d\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0645\u0642\u062f\u0645\u0629 \u0644\u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a><\/li>\n<li><a href=\"https:\/\/www.aclweb.org\/anthology\/Q14-1027\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u062a\u0627\u0631\u0627\u062a ACL \u2013 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649: \u062f\u0631\u0627\u0633\u0629 \u0627\u0633\u062a\u0642\u0635\u0627\u0626\u064a\u0629 \u0648\u062a\u0642\u064a\u064a\u0645 \u0639\u0645\u0644\u064a<\/a><\/li>\n<\/ul>\n<p>\u064a\u0639\u062f \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646 \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0635 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645 \u0648\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0641\u0647\u0645\u064b\u0627 \u0623\u0641\u0636\u0644 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0631\u0642\u0645\u064a. \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0642\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI)\u060c \u0641\u0625\u0646 \u0631\u0628\u0637 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0633\u064a\u0644\u0639\u0628 \u062f\u0648\u0631\u064b\u0627 \u0645\u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u064a\u0629.<\/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\/ar\/wp-json\/wp\/v2\/wiki\/477107","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477107\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468320"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477107"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}