{"id":478609,"date":"2023-08-09T09:35:54","date_gmt":"2023-08-09T09:35:54","guid":{"rendered":""},"modified":"2023-09-05T11:17:10","modified_gmt":"2023-09-05T11:17:10","slug":"question-answering","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/question-answering\/","title":{"rendered":"\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0624\u0627\u0644"},"content":{"rendered":"<p>\u062a\u0634\u064a\u0631 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 (QA) \u0625\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0644\u0623\u0633\u0626\u0644\u0629 \u0645\u062d\u062f\u062f\u0629\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u064a\u063a\u0637\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647\u0627<\/h2>\n<p>\u062a\u0639\u0648\u062f \u062c\u0630\u0648\u0631 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0625\u0644\u0649 \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0641\u064a \u0633\u062a\u064a\u0646\u064a\u0627\u062a \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u0639\u0634\u0631\u064a\u0646\u060c \u0643\u0627\u0646\u062a \u0628\u0631\u0627\u0645\u062c \u0645\u062b\u0644 ELIZA \u0648STUDENT \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0634\u0631\u0627\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u064a \u062a\u0628\u0627\u062f\u0644\u0627\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0633\u064a\u0637\u0629 \u0623\u0648 \u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062c\u0628\u0631.<\/p>\n<h3>\u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0632\u0645\u0646\u064a \u0644\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0633\u062a\u064a\u0646\u064a\u0627\u062a:<\/strong> \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0645\u062b\u0644 ELIZA.<\/li>\n<li><strong>\u0627\u0644\u0633\u0628\u0639\u064a\u0646\u064a\u0627\u062a:<\/strong> \u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0642\u064a\u062f\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0633\u0639\u064a\u0646\u064a\u0627\u062a:<\/strong> \u0628\u062f\u0623\u062a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u0648\u0638\u0627\u0626\u0641 \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629.<\/li>\n<li><strong>\u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0623\u0648\u0644 \u0645\u0646 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u062d\u0627\u062f\u064a \u0648\u0627\u0644\u0639\u0634\u0631\u064a\u0646:<\/strong> \u062a\u0642\u062f\u064a\u0645 \u0623\u0646\u0638\u0645\u0629 \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0630\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0648\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0645\u062b\u0644 TREC QA.<\/li>\n<li><strong>2010:<\/strong> \u0638\u0647\u0648\u0631 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064a\u0646 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u064a\u0646.<\/li>\n<\/ul>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629: \u062a\u0648\u0633\u064a\u0639 \u0645\u0648\u0636\u0648\u0639 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/h2>\n<p>\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0647\u064a \u0645\u062c\u0627\u0644 \u0648\u0627\u0633\u0639 \u0648\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u064a\u062a\u0642\u0627\u0637\u0639 \u0645\u0639 \u0639\u0644\u0648\u0645 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u0644\u0644\u063a\u0648\u064a\u0627\u062a \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u0639\u0631\u0641\u064a. \u0648\u064a\u0645\u0643\u0646 \u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0625\u0644\u0649 \u0641\u0626\u062a\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u062a\u064a\u0646:<\/p>\n<ol>\n<li><strong>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u063a\u0644\u0642:<\/strong> \u064a\u062a\u0636\u0645\u0646 \u0623\u0633\u0626\u0644\u0629 \u062a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0645\u0648\u0627\u0636\u064a\u0639 \u0623\u0648 \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629.<\/li>\n<li><strong>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u0641\u062a\u0648\u062d:<\/strong> \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u062d\u0648\u0644 \u0623\u064a \u0634\u064a\u0621 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0648\u064a\u062a\u0637\u0644\u0628 \u0622\u0644\u064a\u0627\u062a \u0623\u0643\u062b\u0631 \u0634\u0645\u0648\u0644\u0627\u064b \u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/li>\n<\/ol>\n<h3>\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/h3>\n<ul>\n<li>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a (IR): \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0623\u0648 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629.<\/li>\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP): \u0641\u0647\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (ML): \u062a\u0648\u0642\u0639 \u0623\u0641\u0636\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0645\u0646 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629: \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/h2>\n<p>\u064a\u062a\u0628\u0639 \u0646\u0638\u0627\u0645 \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u0631\u0627\u062d\u0644\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<ol>\n<li><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u0633\u0626\u0644\u0629:<\/strong> \u062a\u062d\u0644\u064a\u0644 \u0648\u0641\u0647\u0645 \u0633\u0624\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n<li><strong>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a:<\/strong> \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0625\u062c\u0627\u0628\u0627\u062a \u0645\u062d\u062a\u0645\u0644\u0629.<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u062c\u0648\u0627\u0628:<\/strong> \u062a\u062d\u062f\u064a\u062f \u0639\u0628\u0627\u0631\u0627\u062a \u0623\u0648 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u062a\u062c\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u0633\u0624\u0627\u0644.<\/li>\n<li><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0625\u062c\u0627\u0628\u0629:<\/strong> \u0641\u0631\u0632 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u062d\u0633\u0628 \u0627\u0644\u0635\u0644\u0629 \u0648\u0627\u0644\u062f\u0642\u0629.<\/li>\n<li><strong>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629:<\/strong> \u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0628\u0637\u0631\u064a\u0642\u0629 \u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0623\u0646\u0638\u0645\u0629 \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644:<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062f\u062e\u0648\u0644 \u0641\u064a \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n<li><strong>\u062f\u0642\u0629:<\/strong> \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0648\u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629.<\/li>\n<li><strong>\u0643\u0641\u0627\u0621\u0629:<\/strong> \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629.<\/li>\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n<li><strong>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0627\u0644\u0645\u062c\u0627\u0644:<\/strong> \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0644\u062a\u063a\u0637\u064a\u0629 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0623\u0648 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a.<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629: \u0646\u0638\u0631\u0629 \u0634\u0627\u0645\u0644\u0629<\/h2>\n<p>\u0648\u064a\u062a\u0645 \u0647\u0646\u0627 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0637\u0628\u064a\u0639\u062a\u0647\u0627 \u0648\u0645\u0646\u0647\u062c\u0647\u0627.<\/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>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0641\u0639\u0644\u064a<\/td>\n<td>\u064a\u062c\u064a\u0628 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u062d\u0648\u0644 \u062d\u0642\u0627\u0626\u0642 \u0645\u062d\u062f\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u063a\u064a\u0631 \u0627\u0644\u0648\u0627\u0642\u0639\u064a<\/td>\n<td>\u064a\u0639\u0627\u0644\u062c \u0623\u0633\u0626\u0644\u0629 \u0645\u0639\u0642\u062f\u0629 \u0623\u0648 \u0630\u0627\u062a\u064a\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629<\/td>\n<td>\u064a\u062a\u0636\u0645\u0646 \u0623\u0633\u0626\u0644\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0631\u0626\u064a \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/td>\n<\/tr>\n<tr>\n<td>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a<\/td>\n<td>\u064a\u0634\u0627\u0631\u0643 \u0641\u064a \u062d\u0648\u0627\u0631\u0627\u062a \u0645\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0644\u062a\u0648\u0636\u064a\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0623\u0648 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0642.<\/td>\n<\/tr>\n<tr>\n<td>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0630\u064a \u064a\u062d\u0631\u0643\u0647 \u0627\u0644\u0645\u062c\u062a\u0645\u0639<\/td>\n<td>\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0633\u0627\u0647\u0645\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u060c \u0645\u062b\u0644 \u0627\u0644\u0645\u0646\u062a\u062f\u064a\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0623\u0648 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<h3>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/h3>\n<ul>\n<li>\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/li>\n<li>\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a<\/li>\n<li>\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0634\u062e\u0635\u064a\u064a\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064a\u0646<\/li>\n<li>\u062f\u0639\u0645 \u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/li>\n<li>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629<\/li>\n<\/ul>\n<h3>\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u0627\u0644\u062d\u0644\u0648\u0644:<\/h3>\n<ul>\n<li><strong>\u0645\u0634\u0643\u0644\u0629:<\/strong> \u0639\u062f\u0645 \u062f\u0642\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<br \/>\n<strong>\u062d\u0644:<\/strong> \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0646\u062a\u0638\u0645 \u0648\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u062e\u0628\u0631\u0627\u0621.<\/li>\n<li><strong>\u0645\u0634\u0643\u0644\u0629:<\/strong> \u0627\u0644\u062d\u0648\u0627\u062c\u0632 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0648\u0627\u0644\u062b\u0642\u0627\u0641\u064a\u0629<br \/>\n<strong>\u062d\u0644:<\/strong> \u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062d\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062b\u0642\u0627\u0641\u064a\u0629.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u064a\u0632\u0629<\/th>\n<th>\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0633\u0624\u0627\u0644<\/th>\n<th>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/th>\n<th>\u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0631\u0643\u0632<\/td>\n<td>\u0625\u062c\u0627\u0628\u0627\u062a \u062f\u0642\u064a\u0642\u0629<\/td>\n<td>\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629<\/td>\n<td>\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0631\u0646\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0641\u0627\u0639\u0644<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0648\u0627\u0633\u0637\u0629<\/td>\n<td>\u0642\u0644\u064a\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u0642\u064a\u062f<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629<\/td>\n<td>\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0628\u0633\u064a\u0637\u0629<\/td>\n<td>\u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 \u0648\u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a.<\/li>\n<li>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u0627\u0644\u0648\u0639\u064a \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n<li>\u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0639\u0627\u0648\u0646\u064a \u0627\u0644\u0630\u064a \u064a\u0634\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 \u0648\u062e\u0628\u0631\u0627\u0621 \u0645\u062a\u0639\u062f\u062f\u064a\u0646.<\/li>\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0643\u0645\u0648\u0645\u064a\u0629 \u0644\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/li>\n<\/ul>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 OneProxy \u0623\u0646 \u062a\u0644\u0639\u0628 \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062c\u0647\u0648\u0644\u0629:<\/strong> \u062d\u0645\u0627\u064a\u0629 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u062b\u0646\u0627\u0621 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/li>\n<li><strong>\u0645\u0648\u0627\u0632\u0646\u0629 \u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644:<\/strong> \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0644\u0645\u0646\u0639 \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0632\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u062e\u0627\u062f\u0645.<\/li>\n<li><strong>\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a:<\/strong> \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/li>\n<li><strong>\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0642\u064a\u062f \u062c\u063a\u0631\u0627\u0641\u064a\u064b\u0627:<\/strong> \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629.<\/li>\n<\/ul>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<ul>\n<li><a href=\"https:\/\/nlp.stanford.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f<\/a><\/li>\n<li><a href=\"https:\/\/trec.nist.gov\/data\/qamain.html\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u0627\u0631 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 TREC<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ar\/\" target=\"_new\" rel=\"noopener\">\u062d\u0644\u0648\u0644 OneProxy \u0644\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/li>\n<\/ul>\n<p>\u064a\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0628\u0645\u062b\u0627\u0628\u0629 \u0645\u0648\u0631\u062f \u0642\u064a\u0645 \u0644\u0623\u064a \u0634\u062e\u0635 \u064a\u062a\u0637\u0644\u0639 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0639\u0627\u0644\u0645 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0648\u062c\u0647\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0627\u0631\u064a\u062e\u0647 \u0648\u0648\u0638\u0627\u0626\u0641\u0647 \u0648\u0645\u064a\u0632\u0627\u062a\u0647 \u0648\u0623\u0646\u0648\u0627\u0639\u0647 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0648\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631\u0647 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0648\u0627\u062a\u0635\u0627\u0644\u0647 \u0627\u0644\u0645\u062b\u064a\u0631 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0628\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 OneProxy.<\/p>","protected":false},"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478609","wiki","type-wiki","status-publish","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>The Comprehensive Guide to Question Answering<\/mark>","faq_items":[{"question":"What is Question Answering (QA)?","answer":"<p>Question Answering (QA) refers to the process of providing precise answers to specific questions using techniques like natural language processing, information retrieval, and machine learning. The field covers various approaches to derive answers from structured or unstructured data sources.<\/p>"},{"question":"What are the historical origins of Question Answering?","answer":"<p>The history of question answering dates back to the 1960s with programs like ELIZA and STUDENT. The field has evolved through different phases, from the development of internet search engines with simple QA functionality to the rise of deep learning-based methods and commercial virtual assistants.<\/p>"},{"question":"How does a typical Question Answering system work?","answer":"<p>A typical QA system follows a sequence of stages including question processing, document retrieval, answer extraction, answer ranking, and response generation. It involves understanding the user's question, finding relevant texts or documents, identifying specific answers, sorting them by relevance, and formulating the final answer.<\/p>"},{"question":"What are the key features of Question Answering systems?","answer":"<p>Key features of QA systems include interactivity, accuracy, efficiency, scalability, and domain adaptability. These features define the system's ability to engage with users, provide correct answers, respond quickly, handle large data, and cover various subjects.<\/p>"},{"question":"What types of Question Answering exist?","answer":"<p>Different types of QA include Factoid QA, Non-factoid QA, Visual QA, Interactive QA, and Community-driven QA. These types are classified based on the nature of the questions and the approach used to answer them.<\/p>"},{"question":"What are some common applications and problems with Question Answering?","answer":"<p>Common applications include customer support bots, academic research tools, virtual personal assistants, and more. Problems might include data accuracy issues or language and cultural barriers, with solutions such as regular validation, expert review, and multilingual support.<\/p>"},{"question":"How do proxy servers like OneProxy relate to Question Answering?","answer":"<p>Proxy servers such as those provided by OneProxy can be used in QA systems to anonymize queries, balance workloads, cache answers, and access geographically restricted content. They enhance privacy, efficiency, and global reach.<\/p>"},{"question":"What are some future perspectives and technologies related to Question Answering?","answer":"<p>Future directions in QA include integration with augmented and virtual reality, enhanced personalization, collaborative QA systems, and the utilization of quantum computing for advanced computations. The field continues to innovate and expand its horizons.<\/p>"},{"question":"Where can I find more information about Question Answering?","answer":"<p>You can find more detailed information about Question Answering by visiting resources like <a href=\"https:\/\/nlp.stanford.edu\/\" target=\"_new\">Stanford's Natural Language Processing Group<\/a> or <a href=\"https:\/\/trec.nist.gov\/data\/qamain.html\" target=\"_new\">TREC Question Answering Track<\/a>. OneProxy's solutions related to data collection can also be found on <a href=\"https:\/\/oneproxy.pro\" target=\"_new\">their website<\/a>.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/478609","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\/478609\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=478609"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}