{"id":476213,"date":"2023-08-09T07:26:52","date_gmt":"2023-08-09T07:26:52","guid":{"rendered":""},"modified":"2023-09-05T11:12:16","modified_gmt":"2023-09-05T11:12:16","slug":"character-based-language-models","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/character-based-language-models\/","title":{"rendered":"\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631"},"content":{"rendered":"

\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u0648\u0639\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc \u062f\u0631 \u0633\u0637\u062d \u0634\u062e\u0635\u06cc\u062a \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0628\u0631 \u062e\u0644\u0627\u0641 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0644\u0645\u0647 \u0633\u0646\u062a\u06cc \u06a9\u0647 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0627\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0631 \u0631\u0648\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u06cc\u0627 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u0647\u0627 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646 \u0648 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u063a\u0646\u06cc \u0627\u0632 \u0644\u062d\u0627\u0638 \u0635\u0631\u0641\u06cc\u060c \u062a\u0648\u062c\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0628\u0647 \u062e\u0648\u062f \u062c\u0644\u0628 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n

\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u062e\u0635\u06cc\u062a<\/h2>\n

\u0645\u0641\u0647\u0648\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u062e\u0635\u06cc\u062a \u0631\u06cc\u0634\u0647 \u062f\u0631 \u0631\u0648\u0632\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 NLP \u062f\u0627\u0631\u062f. \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647\u200c\u0647\u0627\u06cc \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u06a9\u0627\u0631 J. Schmidhuber \u062f\u0631 \u0633\u0627\u0644 1992 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0648 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc (RNN) \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0631\u062f. \u062f\u0631 \u0637\u0648\u0644 \u0633\u0627\u0644\u200c\u0647\u0627\u060c \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u0627\u0641\u062a\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0628\u0647 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 NLP \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u0641\u062a.<\/p>\n

\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631<\/h2>\n

\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u060c \u06a9\u0647 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0646\u06cc\u0632 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0631 \u0631\u0648\u06cc \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0627\u06cc \u0627\u0632 \u0634\u062e\u0635\u06cc\u062a\u200c\u0647\u0627 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647\u200c\u062c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062b\u0627\u0628\u062a\u060c \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0627\u06cc \u0627\u0632 \u0646\u0648\u06cc\u0633\u0647\u200c\u0647\u0627\u06cc \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc\u200c\u0634\u062f\u0647 \u06cc\u0627 \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u060c \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0630\u0627\u062a\u0627\u064b \u06a9\u0644\u0645\u0627\u062a \u06a9\u0645\u06cc\u0627\u0628\u060c \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0627\u0645\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0645\u062a\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f.<\/p>\n

\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u00abChar-RNN\u00bb \u0627\u0633\u062a\u060c \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0648\u0644\u06cc\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u06a9\u0631\u0631. \u0628\u0639\u062f\u0647\u0627\u060c \u0628\u0627 \u0638\u0647\u0648\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f "Char-Transformer" \u0638\u0647\u0648\u0631 \u06a9\u0631\u062f\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646 \u062f\u0633\u062a \u06cc\u0627\u0641\u062a\u0646\u062f.<\/p>\n

\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631<\/h2>\n

\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0627\u063a\u0644\u0628 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0633\u062a. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u062f\u0631 \u0633\u0637\u062d char \u0627\u0632 RNN \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0631\u062f\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u062a\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0631\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0648 \u06af\u0631\u0641\u062a\u0646 \u0628\u0647\u062a\u0631 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0628\u0631\u062f \u062f\u0631 \u0645\u062a\u0646\u060c \u0627\u062a\u062e\u0627\u0630 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n

\u062f\u0631 \u06cc\u06a9 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u06cc \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u060c \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u06cc\u0627 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u0632\u06cc\u0631 \u06a9\u0644\u0645\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f. \u0633\u067e\u0633 \u0647\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u0628\u0647 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0648\u0627\u0631\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062a\u0648\u0627\u0644\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0622\u06af\u0627\u0647 \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0633\u0627\u0641\u062a \u0645\u06a9\u0633 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0645\u062a\u0646 \u0628\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f.<\/p>\n

\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631<\/h2>\n

\u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \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\u0646\u062f:<\/p>\n

    \n
  1. \n

    \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0644\u0645\u0627\u062a \u0646\u0627\u062f\u06cc\u062f\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f \u0648 \u0628\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0632\u0628\u0627\u0646 \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u0646\u062f \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0645\u0647\u200c\u06a9\u0627\u0631\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n

  2. \n

    \u0646\u06cc\u0631\u0648\u0645\u0646\u062f\u06cc<\/strong>: \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0627\u0634\u062a\u0628\u0627\u0647\u0627\u062a \u0627\u0645\u0644\u0627\u06cc\u06cc\u060c \u063a\u0644\u0637 \u0647\u0627\u06cc \u0627\u0645\u0644\u0627\u06cc\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u067e\u0631 \u0633\u0631 \u0648 \u0635\u062f\u0627 \u0645\u0642\u0627\u0648\u0645 \u062a\u0631 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n

  3. \n

    \u062f\u0631\u06a9 \u0645\u062a\u0646\u06cc<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0637\u062d Char \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0633\u0637\u062d\u06cc \u062f\u0642\u06cc\u0642 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u062f\u0631\u06a9 \u0622\u0646\u200c\u0647\u0627 \u0627\u0632 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n

  4. \n

    \u0645\u0631\u0632\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647<\/strong>: \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u062f\u0644 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0632\u06cc \u0635\u0631\u06cc\u062d \u06a9\u0644\u0645\u0647 \u0646\u062f\u0627\u0631\u062f\u060c \u06a9\u0647 \u062a\u0648\u06a9\u0646\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n

    \u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631<\/h2>\n

    \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0645\u0648\u0627\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f \u0631\u0627\u06cc\u062c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n\n\n\n\n\n\n\n\n
    \u0646\u0627\u0645 \u0645\u062f\u0644<\/th>\n\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n
    Char-RNN<\/td>\n\u0645\u062f\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0627\u0648\u0644\u06cc\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc<\/td>\n<\/tr>\n
    Char-Transformer<\/td>\n\u0645\u062f\u0644 \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631.<\/td>\n<\/tr>\n
    LSTM-CharLM<\/td>\n\u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LSTM.<\/td>\n<\/tr>\n
    GRU-CharLM<\/td>\n\u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 GRU.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u0631\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0645\u0633\u0627\u0626\u0644 \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631<\/h2>\n

    \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0631\u0627 \u062f\u0627\u0631\u0646\u062f:<\/p>\n

      \n
    1. \n

      \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646<\/strong>: \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0634\u0639\u0631\u060c \u062f\u0627\u0633\u062a\u0627\u0646 \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0645\u062a\u0646 \u0622\u0647\u0646\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n

    2. \n

      \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0637\u062d Char \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u06cc \u0648 \u0635\u0631\u0641\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631\u062c\u0645\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n

    3. \n

      \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631<\/strong>: \u0622\u0646\u0647\u0627 \u062f\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0632\u0628\u0627\u0646 \u06af\u0641\u062a\u0627\u0631\u06cc \u0628\u0647 \u0645\u062a\u0646 \u0646\u0648\u0634\u062a\u0627\u0631\u06cc \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n

    4. \n

      \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Char \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u062a\u0634\u062e\u06cc\u0635 \u0642\u0635\u062f \u0648 \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u06af\u0648 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n

      \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0634\u0627\u0645\u0644 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0631\u06cc\u0632\u062f\u0627\u0646\u06af\u06cc \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0648 \u062a\u0637\u0627\u0628\u0642 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0627\u0644\u0642\u0648\u0647 \u0647\u0646\u06af\u0627\u0645 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u0648\u0627\u0698\u06af\u0627\u0646 \u0628\u0632\u0631\u06af \u0627\u0633\u062a.<\/p>\n

      \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0632\u06cc\u0631\u06a9\u0644\u0645\u0647 (\u0645\u062b\u0644\u0627\u064b \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0632\u0648\u062c \u0628\u0627\u06cc\u062a) \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n

      \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n

      \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0644\u0645\u0647 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0632\u06cc\u0631\u06a9\u0644\u0645\u0647 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n\n\n\n\n\n\n\n
      \u062c\u0646\u0628\u0647<\/th>\n\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631<\/th>\n\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0644\u0645\u0647<\/th>\n\u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0632\u06cc\u0631 \u06a9\u0644\u0645\u0647<\/th>\n<\/tr>\n<\/thead>\n
      \u062f\u0627\u0646\u0647 \u062f\u0627\u0646\u0647 \u0628\u0648\u062f\u0646<\/td>\n\u062f\u0631 \u0633\u0637\u062d \u0634\u062e\u0635\u06cc\u062a<\/td>\n\u062f\u0631 \u0633\u0637\u062d \u06a9\u0644\u0645\u0647<\/td>\n\u0633\u0637\u062d \u0632\u06cc\u0631 \u06a9\u0644\u0645\u0647<\/td>\n<\/tr>\n
      \u062e\u0627\u0631\u062c \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646 (OOV)<\/td>\n\u0647\u0646\u062f\u0644\u06cc\u0646\u06af \u0639\u0627\u0644\u06cc<\/td>\n\u0646\u06cc\u0627\u0632 \u0628\u0647 \u0631\u0633\u06cc\u062f\u06af\u06cc \u062f\u0627\u0631\u062f<\/td>\n\u0647\u0646\u062f\u0644\u06cc\u0646\u06af \u0639\u0627\u0644\u06cc<\/td>\n<\/tr>\n
      \u0631\u06cc\u0686 \u0644\u0627\u0646\u06af \u0645\u0648\u0631\u0641\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc<\/td>\n\u0647\u0646\u062f\u0644\u06cc\u0646\u06af \u0639\u0627\u0644\u06cc<\/td>\n\u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632<\/td>\n\u0647\u0646\u062f\u0644\u06cc\u0646\u06af \u0639\u0627\u0644\u06cc<\/td>\n<\/tr>\n
      \u062a\u0648\u06a9\u0646 \u0633\u0627\u0632\u06cc<\/td>\n\u0628\u062f\u0648\u0646 \u0645\u0631\u0632 \u06a9\u0644\u0645\u0647<\/td>\n\u0645\u0631\u0632\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647<\/td>\n\u0645\u0631\u0632\u0647\u0627\u06cc \u0632\u06cc\u0631 \u06a9\u0644\u0645\u0647<\/td>\n<\/tr>\n
      \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0627\u0698\u06af\u0627\u0646<\/td>\n\u0644\u063a\u062a \u06a9\u0648\u0686\u06a9\u062a\u0631<\/td>\n\u0644\u063a\u062a \u0628\u0632\u0631\u06af\u062a\u0631<\/td>\n\u0644\u063a\u062a \u06a9\u0648\u0686\u06a9\u062a\u0631<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/h2>\n

      \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

      \u06cc\u06a9\u06cc \u0627\u0632 \u062c\u0647\u062a\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632\u060c \u062a\u0631\u06a9\u06cc\u0628 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634\u200c\u0647\u0627\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0635\u062f\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u063a\u0646\u06cc\u200c\u062a\u0631 \u0648 \u0645\u062a\u0646\u06cc\u200c\u062a\u0631 \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n

      \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631<\/h2>\n

      \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 OneProxy (oneproxy.pro)\u060c \u0646\u0642\u0634 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0627\u06cc\u0645\u0646 \u0633\u0627\u0632\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u0648 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062f\u0627\u0631\u0646\u062f. \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u0628\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u060c \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u0633\u0627\u0626\u0644 \u0645\u062d\u062f\u0648\u062f\u06a9\u0646\u0646\u062f\u0647 \u0646\u0631\u062e \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0628\u0627 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u062f\u0631\u0633\u200c\u0647\u0627\u06cc IP \u0645\u062e\u062a\u0644\u0641 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n

      \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062d\u0642\u0642\u0627\u0646 \u06cc\u0627 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u062f\u0648\u0646 \u0627\u0641\u0634\u0627\u06cc \u0647\u0648\u06cc\u062a \u06cc\u0627 \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 IP \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u0646\u062f.<\/p>\n

      \u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n

      \u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0646\u0627\u0628\u0639 \u0645\u0641\u06cc\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n

        \n
      1. \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631: \u062e\u0644\u0627\u0635\u0647<\/a> - \u06cc\u06a9 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u062f\u0631 \u0633\u0637\u062d \u0634\u062e\u0635\u06cc\u062a.<\/li>\n
      2. \u0628\u0631\u0631\u0633\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646<\/a> \u2013 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af OpenAI \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631.<\/li>\n
      3. \u0622\u0645\u0648\u0632\u0634 TensorFlow<\/a> \u2013 \u0622\u0645\u0648\u0632\u0634 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TensorFlow \u06a9\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ol>","protected":false},"featured_media":467844,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476213","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Character-based Language Models<\/mark>","faq_items":[{"question":"What are character-based language models?","answer":"

        Character-based language models are artificial intelligence models designed to understand and generate human language at the character level. Unlike traditional word-based models, they process text as sequences of individual characters or subword units. These models have gained attention in natural language processing (NLP) for their ability to handle rare words and morphologically rich languages.<\/p>"},{"question":"How did character-based language models originate?","answer":"

        The concept of character-based language models traces back to the early days of NLP. One of the first mentions was in 1992 when J. Schmidhuber proposed a recurrent neural network (RNN) for character-level text generation. Over time, advancements in neural network architectures led to the development of transformer-based character models.<\/p>"},{"question":"How do character-based language models work?","answer":"

        Character-based models use neural network architectures to process text at the character level. The input text is tokenized into individual characters, which are then represented as embeddings. These embeddings are processed through transformer layers, capturing context dependencies, and generating probabilities for each character to produce text character by character.<\/p>"},{"question":"What are the key features of character-based language models?","answer":"

        Character-based models offer flexibility, robustness, contextual understanding, and handle word boundaries implicitly. They can adapt to complex language structures and handle spelling errors or typos effectively.<\/p>"},{"question":"What types of character-based language models exist?","answer":"

        Several types of character-based models are available, including Char-RNN, Char-Transformer, LSTM-CharLM, and GRU-CharLM. Each model has its unique characteristics and applications.<\/p>"},{"question":"How can character-based language models be used?","answer":"

        Character-based models find applications in text generation, machine translation, speech recognition, and natural language understanding tasks like sentiment analysis and chatbots.<\/p>"},{"question":"What are the challenges faced with character-based language models?","answer":"

        Character-level granularity may require higher computational resources, and handling large vocabularies can lead to potential overfitting. However, these challenges can be mitigated using techniques like subword tokenization and regularization.<\/p>"},{"question":"How do character-based models compare with word-based and subword-based models?","answer":"

        Character-based models operate at the character level, while word-based models process text as words, and subword-based models use subword units. Character-based models handle out-of-vocabulary words well and are suitable for morphologically rich languages.<\/p>"},{"question":"What does the future hold for character-based language models?","answer":"

        Character-based models are expected to advance further with improved computational efficiency and new model architectures. The integration of character-based models with other modalities like images and audio will enhance AI systems' contextual understanding.<\/p>"},{"question":"How can proxy servers be associated with character-based language models?","answer":"

        Proxy servers, like OneProxy, can be used with character-based language models for secure data collection and web scraping. They help manage requests, handle rate-limiting issues, and ensure user anonymity by routing traffic through different IP addresses.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476213","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\/476213\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/467844"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=476213"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}