{"id":477824,"date":"2023-08-09T09:20:41","date_gmt":"2023-08-09T09:20:41","guid":{"rendered":""},"modified":"2023-09-05T11:15:28","modified_gmt":"2023-09-05T11:15:28","slug":"lemmatization","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/lemmatization\/","title":{"rendered":"Lemmatization"},"content":{"rendered":"<p>Lemmatization \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u06a9\u0644 \u067e\u0627\u06cc\u0647 \u06cc\u0627 \u0631\u06cc\u0634\u0647 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u0646 \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0632\u0628\u0627\u0646\u060c \u0645\u0627\u0646\u0646\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u063a\u06cc\u0631\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. Lemmatization \u0628\u0627 \u06a9\u0627\u0647\u0634 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0634\u06a9\u0644 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u062f\u0642\u062a \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062c\u0632\u0621 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0645\u062f\u0631\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0644\u0645\u0627\u062a\u06cc\u0633\u0645 \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 Lemmatization \u0642\u0631\u0646\u200c\u0647\u0627\u0633\u062a \u06a9\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0648 \u0628\u0627 \u062a\u0648\u0633\u0639\u0647 \u0632\u0628\u0627\u0646\u200c\u0634\u0646\u0627\u0633\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0632\u0628\u0627\u0646 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647\u200c\u0647\u0627 \u0628\u0647 \u0644\u0645\u0627\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0647 \u062f\u0633\u062a\u0648\u0631 \u0632\u0628\u0627\u0646\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u0628\u0627\u0633\u062a\u0627\u0646\u06cc \u0628\u0627\u0632\u0645\u06cc\u200c\u06af\u0631\u062f\u062f \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06a9\u0627\u0644 \u0627\u0635\u0644\u06cc \u06a9\u0644\u0645\u0627\u062a \u0628\u0648\u062f\u0646\u062f. \u062f\u0633\u062a\u0648\u0631 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u06cc\u0648\u0646\u0627\u0646 \u0628\u0627\u0633\u062a\u0627\u0646 \u0648 \u0633\u0627\u0646\u0633\u06a9\u0631\u06cc\u062a \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u067e\u06cc\u0634\u06af\u0627\u0645 \u0628\u0648\u062f\u0646\u062f \u0648 \u0642\u0648\u0627\u0646\u06cc\u0646\u06cc \u0631\u0627 \u062a\u062f\u0648\u06cc\u0646 \u06a9\u0631\u062f\u0646\u062f \u062a\u0627 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u067e\u0627\u06cc\u0647 \u06cc\u0627 \u0644\u0645 \u062e\u0648\u062f \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0637\u0648\u0644 \u062a\u0627\u0631\u06cc\u062e\u060c \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u0648 \u0632\u0628\u0627\u0646 \u0634\u0646\u0627\u0633\u0627\u0646 \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u062f\u0631\u06a9 \u0648 \u0627\u0635\u0644\u0627\u062d \u0627\u0635\u0648\u0644 \u0644\u0645\u0627\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0645\u06a9 \u06a9\u0631\u062f\u0646\u062f. \u0638\u0647\u0648\u0631 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0647\u0627 \u0648 \u0639\u0635\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc Lemmatization \u0631\u0627 \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0628\u062e\u0634\u06cc \u062c\u062f\u0627\u06cc\u06cc \u0646\u0627\u067e\u0630\u06cc\u0631 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0645\u062f\u0631\u0646 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u0641\u0635\u06cc\u0644\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 Lemmatization: \u06af\u0633\u062a\u0631\u0634 \u0645\u0648\u0636\u0648\u0639<\/h2>\n<p>Lemmatization \u0634\u0627\u0645\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0644\u0645\u0627\u062a \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0644\u0645 \u06cc\u0627 \u0634\u06a9\u0644 \u067e\u0627\u06cc\u0647 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0627\u0633\u0645\u060c \u0641\u0639\u0644\u060c \u0635\u0641\u062a \u06cc\u0627 \u0642\u06cc\u062f \u0628\u0627\u0634\u062f. \u0628\u0631 \u062e\u0644\u0627\u0641 stemming \u06a9\u0647 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u067e\u06cc\u0634\u0648\u0646\u062f\u0647\u0627 \u0648 \u067e\u0633\u0648\u0646\u062f\u0647\u0627 \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f\u060c Lemmatization \u0627\u0632 \u0642\u0648\u0627\u0639\u062f \u0632\u0628\u0627\u0646\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0644\u0645\u0627\u062a\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0641\u0631\u0622\u06cc\u0646\u062f Lemmatization \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0632\u06cc\u0631\u0627 \u0628\u0647 \u062f\u0627\u0646\u0634 \u0632\u0628\u0627\u0646\u200c\u0634\u0646\u0627\u062e\u062a\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0647\u0646\u06af\u200c\u0647\u0627\u06cc \u0644\u063a\u062a \u06cc\u0627 \u0648\u0627\u0698\u06af\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0634\u06a9\u0644\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0648\u0627\u0698\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u0628\u0627\u0646\u200c\u0647\u0627 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0631\u0648\u0646\u06cc Lemmatization: Lemmatization \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>\u0627\u0635\u0644 \u0627\u0635\u0644\u06cc \u067e\u0634\u062a Lemmatization\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0631\u06cc\u0634\u0647 \u06cc\u0627 \u0634\u06a9\u0644 \u0644\u0645 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0648 \u0646\u0642\u0634 \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0634\u0627\u0645\u0644 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc:<\/strong> \u0645\u062a\u0646 \u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0631\u0686\u0633\u0628 \u0628\u062e\u0634\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 (POS):<\/strong> \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0628\u0627 \u062f\u0633\u062a\u0647 \u062f\u0633\u062a\u0648\u0631\u06cc \u062e\u0648\u062f (\u0627\u0633\u0645\u060c \u0641\u0639\u0644\u060c \u0635\u0641\u062a\u060c \u0642\u06cc\u062f \u0648 \u063a\u06cc\u0631\u0647) \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc:<\/strong> \u06a9\u0644\u0645\u0627\u062a \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06a9\u0627\u0644 \u0639\u0637\u0641 \u0622\u0646\u0647\u0627 (\u062c\u0645\u0639\u060c \u0632\u0645\u0627\u0646\u060c \u062c\u0646\u0633\u06cc\u062a \u0648 \u063a\u06cc\u0631\u0647) \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u06af\u0627\u0634\u062a \u0628\u0647 \u0644\u0645\u0627:<\/strong> \u0641\u0631\u0645 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0632\u0628\u0627\u0646\u06cc \u06cc\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u0644\u0645 \u0645\u0631\u0628\u0648\u0637\u0647 \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Lemmatization<\/h2>\n<p>Lemmatization \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062f\u0642\u062a:<\/strong> \u0628\u0631 \u062e\u0644\u0627\u0641 stemming\u060c Lemmatization \u0641\u0631\u0645 \u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u062f\u0642\u06cc\u0642\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0647\u062a\u0631 \u0632\u0628\u0627\u0646 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u06cc\u0646\u0647 \u0622\u06af\u0627\u0647\u06cc:<\/strong> \u0648\u0627\u0698\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0647 \u0628\u0627\u0641\u062a \u0648 \u0646\u0642\u0634 \u062f\u0633\u062a\u0648\u0631\u06cc \u06a9\u0644\u0645\u0647 \u062a\u0648\u062c\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0627\u0628\u0647\u0627\u0645\u200c\u0632\u062f\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646:<\/strong> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc Lemmatization \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u062c\u0647\u0627\u0646\u06cc \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u062a\u0627\u06cc\u062c \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627\u062a\u0631:<\/strong> \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0634\u06a9\u0644 \u067e\u0627\u06cc\u0647 \u06cc\u06a9 \u06a9\u0644\u0645\u0647\u060c Lemmatization \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u062a\u0631 \u0648 \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 Lemmatization: \u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc<\/h2>\n<p>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc Lemmatization \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u0632\u0628\u0627\u0646 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0646\u0648\u0627\u0639 \u0627\u0635\u0644\u06cc Lemmatization \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646<\/td>\n<td>\u0627\u0632 \u0642\u0648\u0627\u0639\u062f \u0632\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0631\u0645 \u06a9\u0644\u0645\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a<\/td>\n<td>\u0628\u0631\u0627\u06cc \u0648\u0627\u0698\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0647 \u062a\u0637\u0627\u0628\u0642 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u06cc\u0627 \u0648\u0627\u0698\u06af\u0627\u0646 \u0645\u062a\u06a9\u06cc \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0627\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/td>\n<td>\u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0648\u0627\u0698\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0631\u06a9\u06cc\u0628\u06cc<\/td>\n<td>\u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Lemmatization\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0622\u0646\u0647\u0627<\/h2>\n<h3>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Lemmatization<\/h3>\n<ol>\n<li>\n<p><strong>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a:<\/strong> Lemmatization \u0628\u0647 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0627 \u062a\u0637\u0628\u06cc\u0642 \u0641\u0631\u0645 \u0647\u0627\u06cc \u067e\u0627\u06cc\u0647\u060c \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u062a\u0628\u0637 \u062a\u0631 \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u0646:<\/strong> Lemmatization \u062f\u0642\u062a \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0631\u062c\u0645\u0647 \u0632\u0628\u0627\u0646:<\/strong> Lemmatization \u062f\u0631 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0627\u0634\u06a9\u0627\u0644 \u0645\u062e\u062a\u0644\u0641 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h3>\n<ol>\n<li>\n<p><strong>\u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646:<\/strong> \u0648\u0627\u0698\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u063a\u06cc\u0631\u0645\u0639\u0645\u0648\u0644 \u06cc\u0627 \u062a\u0627\u0632\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0627 \u0634\u06a9\u0633\u062a \u0645\u0648\u0627\u062c\u0647 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0648 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u0647\u0627\u06cc \u062f\u0627\u0626\u0645\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06af\u0646\u06af:<\/strong> \u06a9\u0644\u0645\u0627\u062a \u0628\u0627 \u0644\u0645\u0627\u062a\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f. \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646\u06cc \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0627\u0628\u0647\u0627\u0645 \u0632\u062f\u0627\u06cc\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0631\u0628\u0627\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc:<\/strong> Lemmatization \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0641\u0634\u0631\u062f\u0647 \u0628\u0627\u0634\u062f. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>Lemmatization<\/th>\n<th>\u0633\u0627\u0642\u0647 \u0632\u062f\u0646<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0647\u062f\u0641\u060c \u0648\u0627\u0642\u0639\u06af\u0631\u0627\u06cc\u0627\u0646\u0647<\/td>\n<td>\u0634\u06a9\u0644 \u067e\u0627\u06cc\u0647 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f<\/td>\n<td>\u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0642\u062a<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0622\u06af\u0627\u0647\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0632\u0628\u0627\u0646<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc<\/td>\n<td>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0628\u0627\u0644\u0627\u062a\u0631<\/td>\n<td>\u0631\u0648\u06cc\u06a9\u0631\u062f \u0633\u0627\u062f\u0647 \u062a\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647\u200c\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0648\u0627\u0698\u0647\u200c\u0633\u0627\u0632\u06cc<\/h2>\n<p>\u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f Lemmatization \u0634\u0627\u0647\u062f \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0627\u0634\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642:<\/strong> \u0627\u062f\u063a\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0642\u062a Lemmatization \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u06a9\u0644\u0645\u0627\u062a \u0645\u0628\u0647\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc:<\/strong> \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0645\u06a9\u0627\u0646 Lemmatization \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0686\u062a \u0631\u0628\u0627\u062a \u0648 \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647:<\/strong> \u06af\u0633\u062a\u0631\u0634 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc Lemmatization \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u060c \u062f\u0631\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0632\u0628\u0627\u0646\u06cc \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 Lemmatization \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0646\u0642\u0634 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Lemmatization \u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0647\u0628\u0648\u062f Web Scraping:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0628\u0632\u0627\u0631 Lemmatization \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u0646\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627 \u0628\u062f\u0648\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc IP \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>Lemmatization \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0648\u0638\u0627\u06cc\u0641 Lemmatization \u0631\u0627 \u0633\u0631\u0639\u062a \u0645\u06cc \u0628\u062e\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a:<\/strong> \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0647\u0648\u06cc\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0648\u0638\u0627\u06cc\u0641 Lemmatization \u0645\u062d\u0627\u0641\u0638\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f Lemmatization \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/www.nltk.org\/book\/\" target=\"_new\" rel=\"noopener nofollow\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li>\n<li><a href=\"https:\/\/nlp.stanford.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u06af\u0631\u0648\u0647 NLP \u0627\u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f<\/a><\/li>\n<li><a href=\"https:\/\/spacy.io\/usage\/linguistic-features#lemmatization\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a spaCy<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/introduction-to-lemmatization-795c9cf8ef92\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0647 \u0633\u0648\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 - \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 Lemmatization<\/a><\/li>\n<\/ol>\n<p>Lemmatization \u0647\u0645\u0686\u0646\u0627\u0646 \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062c\u0648\u0647\u0631 \u0648\u0627\u0642\u0639\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627\u0639\u062b \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f \u06a9\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc Lemmatization \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u0628\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u0642\u0644\u0645\u0631\u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f.<\/p>","protected":false},"featured_media":468767,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477824","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Lemmatization: Unraveling the True Essence of Words<\/mark>","faq_items":[{"question":"What is Lemmatization?","answer":"<p>Lemmatization is a natural language processing technique that identifies the base or root form of words in a given text. It enhances language analysis and information retrieval by reducing words to their core forms, improving accuracy and efficiency.<\/p>"},{"question":"How did Lemmatization originate?","answer":"<p>The concept of Lemmatization dates back to ancient grammarians in civilizations like ancient Greek and Sanskrit. Scholars throughout history contributed to refining Lemmatization principles. In the modern era, computers and digital advancements accelerated the development of Lemmatization algorithms.<\/p>"},{"question":"How does Lemmatization work?","answer":"<p>Lemmatization involves tokenization, part-of-speech tagging, morphological analysis, and mapping to a lemma. It utilizes linguistic rules or machine learning models to accurately determine the base form of words based on their context.<\/p>"},{"question":"What are the key features of Lemmatization?","answer":"<p>Lemmatization offers accuracy, context-awareness, language support, and higher-quality results compared to stemming. It ensures better disambiguation and more meaningful data analysis.<\/p>"},{"question":"What types of Lemmatization exist?","answer":"<p>There are several types of Lemmatization:<\/p><ul><li>Rule-Based: Uses predefined linguistic rules for each word form.<\/li><li>Dictionary-Based: Relies on dictionary or lexicon matching for lemmatization.<\/li><li>Machine Learning: Employs algorithms that learn from data for lemmatization.<\/li><li>Hybrid: Combines rule-based and machine learning approaches.<\/li><\/ul>"},{"question":"How can Lemmatization be used?","answer":"<p>Lemmatization finds applications in various areas:<\/p><ul><li>Information Retrieval: Enhances search engines for relevant results.<\/li><li>Text Classification: Improves sentiment analysis and topic modeling.<\/li><li>Language Translation: Supports machine translation in handling word forms across languages.<\/li><\/ul>"},{"question":"What are the potential problems and solutions in Lemmatization?","answer":"<p>Some problems include out-of-vocabulary words, ambiguity, and computational overhead. Solutions involve hybrid methods, updated dictionaries, contextual analysis, and optimization techniques.<\/p>"},{"question":"How does Lemmatization compare to Stemming?","answer":"<p>Lemmatization and Stemming differ in objective, accuracy, context awareness, language independence, and complexity. Lemmatization aims to obtain the base form of words with higher accuracy and context awareness, while Stemming simply reduces words to their root form.<\/p>"},{"question":"What are the future perspectives of Lemmatization?","answer":"<p>The future of Lemmatization may involve integrating deep learning techniques, enabling real-time processing, and expanding multilingual support for diverse linguistic applications.<\/p>"},{"question":"How are proxy servers associated with Lemmatization?","answer":"<p>Proxy servers play a vital role in Lemmatization applications, facilitating web scraping, distributed processing, and ensuring data privacy and security during language processing tasks.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477824","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477824\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468767"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}