{"id":478345,"date":"2023-08-09T09:31:27","date_gmt":"2023-08-09T09:31:27","guid":{"rendered":""},"modified":"2023-09-05T11:16:36","modified_gmt":"2023-09-05T11:16:36","slug":"part-of-speech-pos-tagging","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/part-of-speech-pos-tagging\/","title":{"rendered":"\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS)."},"content":{"rendered":"<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS) \u0648\u0627\u0644\u0630\u0643\u0631 \u0627\u0644\u0623\u0648\u0644 \u0644\u0647\u0627<\/h2>\n<p>\u062a\u0639\u062f \u0639\u0644\u0627\u0645\u0627\u062a \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS)\u060c \u0648\u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0646\u062d\u0648\u064a\u0629\u060c \u062a\u0642\u0646\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0639\u064a\u064a\u0646 \u0641\u0626\u0629 \u0646\u062d\u0648\u064a\u0629 \u0645\u062d\u062f\u062f\u0629 \u0623\u0648 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 \u0644\u0643\u0644 \u0643\u0644\u0645\u0629 \u0641\u064a \u0646\u0635 \u0645\u0639\u064a\u0646. \u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639 \u0645\u0641\u0647\u0648\u0645 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0625\u0644\u0649 \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0623\u0628\u062d\u0627\u062b 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\u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0625\u0644\u0649 \u0639\u0645\u0644 \u0632\u064a\u0644\u064a\u062c \u0647\u0627\u0631\u064a\u0633 \u0641\u064a \u0639\u0627\u0645 1954\u060c \u062d\u064a\u062b \u0627\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u0645\u064a\u0629 \u0648\u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0639\u0644 \u0641\u064a \u0627\u0644\u062c\u0645\u0644 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS): \u062a\u0648\u0633\u064a\u0639 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0639\u0644\u0627\u0645\u0627\u062a \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS) \u062f\u0648\u0631\u064b\u0627 \u0623\u0633\u0627\u0633\u064a\u064b\u0627 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u0641\u0647\u0645\u0647\u0627. \u0625\u0646\u0647\u0627 \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645. \u062a\u062a\u064a\u062d \u0639\u0644\u0627\u0645\u0627\u062a \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0641\u0647\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0644\u0644\u062c\u0645\u0644\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0628\u062f\u0642\u0629.<\/p>\n<p>\u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0645\u0646 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0647\u0648 \u062a\u0639\u064a\u064a\u0646 \u0643\u0644 \u0643\u0644\u0645\u0629 \u0641\u064a \u0646\u0635 \u0645\u0639\u064a\u0646 \u0625\u0644\u0649 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\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/p>\n<h2>\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS): \u0643\u064a\u0641 \u062a\u0639\u0645\u0644<\/h2>\n<p>\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u062a\u0645 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0623\u0648 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629. \u0641\u064a \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 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\u0645\u0637\u0627\u0628\u0642\u0629 \u0643\u0644 \u0643\u0644\u0645\u0629 \u0645\u0639 \u0634\u0643\u0644\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0623\u0648 \u0634\u0643\u0644\u0647\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u064a.<\/li>\n<li>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u064a\u0627\u0642\u064a: \u064a\u062a\u0645 \u0623\u062e\u0630 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u064a\u0637\u0629 \u0648\u0639\u0644\u0627\u0645\u0627\u062a \u062c\u0632\u0621 \u0627\u0644\u0643\u0644\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0628\u0639\u064a\u0646 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/li>\n<li>\u062a\u0648\u0636\u064a\u062d: \u0641\u064a \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u063a\u0645\u0648\u0636\u060c \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0623\u0648 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629.<\/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\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS).<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul>\n<li>\u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0648\u064a: \u062a\u0639\u0645\u0644 \u0639\u0644\u0627\u0645\u0627\u062a \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629 \u0644\u0644\u062c\u0645\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629.<\/li>\n<li>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a: \u064a\u0633\u0627\u0639\u062f \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u0643\u064a\u0646 \u0646\u062a\u0627\u0626\u062c \u0628\u062d\u062b \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0646\u062d\u0648\u064a \u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0628\u062d\u062b.<\/li>\n<li>\u062a\u0631\u0643\u064a\u0628 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0643\u0644\u0627\u0645: \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u062a\u0631\u0643\u064a\u0628 \u0627\u0644\u0643\u0644\u0627\u0645\u060c \u062a\u0633\u0627\u0639\u062f \u0639\u0644\u0627\u0645\u0627\u062a \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0643\u0644\u0627\u0645 \u0623\u0643\u062b\u0631 \u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0644\u0633\u064a\u0627\u0642.<\/li>\n<li>\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629: \u062a\u0648\u0641\u0631 \u0639\u0644\u0627\u0645\u0627\u062a \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0642\u064a\u0645\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0633\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u062a\u0631\u062c\u0645\u0629 \u0648\u0637\u0644\u0627\u0642\u062a\u0647\u0627.<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS): \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0634\u0627\u0645\u0644\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0625\u0644\u0649 \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639\u060c \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639:<\/p>\n<ol>\n<li>\n<p>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0642\u0627\u0639\u062f\u0629:<\/p>\n<ul>\n<li>\u064a\u062a\u0645 \u062a\u0639\u0631\u064a\u0641 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0644\u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n<li>\u064a\u0633\u062a\u063a\u0631\u0642 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u064a\u062f\u0648\u064a\u064b\u0627 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0637\u0627\u0642\u0627\u062a \u0645\u062d\u062f\u062f\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629:<\/p>\n<ul>\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629\u060c \u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 (HMM) \u0623\u0648 \u0627\u0644\u062d\u0642\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0634\u0631\u0648\u0637\u0629 (CRF)\u060c \u0644\u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li>\u062a\u062a\u0643\u064a\u0641 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0645\u0639 \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u062d\u0648\u064a\u0644:<\/p>\n<ul>\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631.<\/li>\n<li>\u064a\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0648\u0644 (TBL) \u0645\u062b\u0627\u0644\u0627\u064b \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629:<\/p>\n<ul>\n<li>\u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0637\u0631\u0642 \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u0644 \u0645\u0646\u0647\u0627.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0644\u063a\u0629:<\/p>\n<ul>\n<li>\u0642\u062f \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0642\u0648\u0627\u0639\u062f \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS): \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<p>\u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644:<\/p>\n<ul>\n<li>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a: \u062a\u0633\u0627\u0639\u062f \u0639\u0644\u0627\u0645\u0627\u062a POS \u0641\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u0646 \u0646\u0635 \u063a\u064a\u0631 \u0645\u0646\u0638\u0645.<\/li>\n<li>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631: \u064a\u0633\u0627\u0647\u0645 \u0641\u0647\u0645 \u0633\u064a\u0627\u0642 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631.<\/li>\n<li>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646 \u0627\u0644\u0645\u0633\u0645\u0649: \u064a\u0639\u062f \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0645\u0641\u064a\u062f\u064b\u0627 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0641\u064a \u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<\/ul>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0644\u0627 \u064a\u062e\u0644\u0648 \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ul>\n<li>\u0627\u0644\u063a\u0645\u0648\u0636: \u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0628\u0639\u0636 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0639\u0644\u0649 \u0639\u0644\u0627\u0645\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062d\u062a\u0645\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0644\u063a\u0645\u0648\u0636 \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a.<\/li>\n<li>\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0644\u0645\u0641\u0631\u062f\u0627\u062a: \u064a\u0645\u0643\u0646 \u0644\u0644\u0643\u0644\u0645\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 \u0623\u0646 \u062a\u0634\u0643\u0644 \u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629.<\/li>\n<li>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a: \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0646\u0645\u0627\u0630\u062c \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0639\u0644\u0627\u0645\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0644\u063a\u0629.<\/li>\n<\/ul>\n<p>\u0648\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0628\u062a\u062d\u0633\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0648\u0628\u0646\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0623\u0643\u0628\u0631 \u0648\u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627\u060c \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0646 \u0623\u062c\u0644 \u062a\u0639\u0645\u064a\u0645 \u0623\u0641\u0636\u0644.<\/p>\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<table>\n<thead>\n<tr>\n<th>\u0645\u064a\u0632\u0629<\/th>\n<th>\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS).<\/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\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u062d\u0648\u064a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0648\u0636\u0648\u0639\u064a<\/td>\n<td>\u062a\u0639\u064a\u064a\u0646 \u0641\u0626\u0627\u062a \u0627\u0644\u0643\u0644\u0645\u0627\u062a<\/td>\n<td>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629<\/td>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0643\u0632<\/td>\n<td>\u0628\u0646\u0627\u0621 \u0642\u0648\u0627\u0639\u062f\u064a<\/td>\n<td>\u0627\u0644\u0623\u0633\u0645\u0627\u0621 \u0648\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629<\/td>\n<td>\u0628\u0646\u064a\u0629 \u0627\u0644\u062c\u0645\u0644\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/td>\n<td>\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/td>\n<td>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/td>\n<td>\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629<\/td>\n<td>\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0623\u0648 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629<\/td>\n<td>\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f<\/td>\n<td>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0646\u062a\u0627\u062c |<\/td>\n<td>\u0639\u0644\u0627\u0645\u0627\u062a POS \u0644\u0643\u0644 \u0643\u0644\u0645\u0629<\/td>\n<td>\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629<\/td>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0634\u062c\u0631\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\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS).<\/h2>\n<p>\u0645\u0639 \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u0635\u0628\u062d \u0639\u0644\u0627\u0645\u0627\u062a \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629. \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li>\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629: \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u0644\u063a\u0648\u064a\u0629.<\/li>\n<li>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0644\u063a\u0627\u062a: \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0646\u0642\u0644 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0639\u0628\u0631 \u0627\u0644\u0644\u063a\u0627\u062a \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a.<\/li>\n<li>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a: \u062a\u062d\u0633\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u062b\u0644 \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0648\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\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\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS).<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 OneProxy\u060c \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639. \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0643\u0648\u0633\u0637\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0648\u064a\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u0646\u0627\u0648\u064a\u0646 IP \u0648\u0645\u0648\u0627\u0642\u0639 \u0645\u062e\u062a\u0644\u0641\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639\u060c \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 \u0628\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u062a\u062a\u064a\u062d \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0635\u064a\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u0634\u0627\u0645\u0644\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0636\u0631\u0648\u0631\u064a \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0634\u0627\u0645\u0644\u0629 \u0644\u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639.<\/li>\n<li>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a: \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u0635\u0648\u0635 \u0645\u0646 \u0645\u0646\u0627\u0637\u0642 \u0644\u063a\u0648\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a.<\/li>\n<li>\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u062a\u062d\u0645\u064a\u0644: \u062a\u0642\u0648\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0628\u062a\u0648\u0632\u064a\u0639 \u0639\u0628\u0621 \u0639\u0645\u0644 \u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0628\u0631 \u062e\u0648\u0627\u062f\u0645 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062e\u062f\u0645\u0627\u062a \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a POS \u062a\u062a\u0633\u0645 \u0628\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629.<\/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 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS) \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.nltk.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLTK)<\/a><\/li>\n<li><a href=\"https:\/\/nlp.stanford.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \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:\/\/spacy.io\/\" target=\"_new\" rel=\"noopener nofollow\">\u0633\u0628\u0627\u0633\u064a<\/a><\/li>\n<li><a href=\"https:\/\/opennlp.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">OpenNLP<\/a><\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/text\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 TensorFlow<\/a><\/li>\n<li><a href=\"https:\/\/oneproxy.pro\/ar\/\" target=\"_new\" rel=\"noopener\">OneProxy<\/a><\/li>\n<\/ul>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u064a\u0639\u062f \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0645 (POS) \u0639\u0646\u0635\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u0646 \u0641\u0647\u0645 \u0628\u0646\u064a\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u0645\u0639\u0646\u0627\u0647\u0627 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644. \u0648\u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0639\u0644\u0627\u0645\u0627\u062a \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0639 \u062f\u0648\u0631\u064b\u0627 \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0644\u063a\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/p>","protected":false},"featured_media":469119,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478345","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Part-of-Speech (POS) Tagging: Enhancing Language Understanding<\/mark>","faq_items":[{"question":"What is Part-of-Speech (POS) tagging?","answer":"<p>Part-of-Speech (POS) tagging is a natural language processing technique that assigns specific grammatical categories, or parts of speech, to each word in a given text. It helps computers understand the syntactic role of words in sentences, leading to better language comprehension and analysis.<\/p>"},{"question":"How did Part-of-Speech (POS) tagging originate?","answer":"<p>The concept of POS tagging dates back to the 1950s, with early attempts made by Zellig Harris in 1954. He used statistical methods to identify noun phrases and verb phrases in English sentences, marking the beginning of POS tagging research.<\/p>"},{"question":"How does Part-of-Speech (POS) tagging work?","answer":"<p>POS tagging involves tokenization, lexical analysis, contextual analysis, and disambiguation. Words in a text are divided into tokens, matched with their base forms, and tagged based on surrounding words and probabilistic models or rule-based algorithms.<\/p>"},{"question":"What are the key features of Part-of-Speech (POS) tagging?","answer":"<p>The key features include enhanced linguistic understanding, improved information retrieval, better text-to-speech synthesis, and increased accuracy in machine translation tasks.<\/p>"},{"question":"What types of Part-of-Speech (POS) tagging exist?","answer":"<p>There are several types of POS tagging, including rule-based tagging, stochastic tagging, transformation-based tagging, hybrid tagging, and language-specific tagging, each with its own strengths and applications.<\/p>"},{"question":"How is Part-of-Speech (POS) tagging used and what challenges does it face?","answer":"<p>POS tagging finds applications in information extraction, sentiment analysis, and named entity recognition. Some challenges include word ambiguity, handling out-of-vocabulary words, and dealing with multilingual text.<\/p>"},{"question":"How does the future of Part-of-Speech (POS) tagging look like?","answer":"<p>The future of POS tagging holds promise with neural network-based approaches, cross-lingual tagging, and real-time applications being developed to improve accuracy and efficiency.<\/p>"},{"question":"How are proxy servers associated with Part-of-Speech (POS) tagging?","answer":"<p>Proxy servers, like OneProxy, play a crucial role in data retrieval for POS tagging. They enable access to diverse text sources, multilingual texts, and facilitate load balancing for efficient tagging services.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/478345","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\/478345\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/469119"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=478345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}