{"id":477061,"date":"2023-08-09T09:06:59","date_gmt":"2023-08-09T09:06:59","guid":{"rendered":""},"modified":"2023-09-05T11:13:56","modified_gmt":"2023-09-05T11:13:56","slug":"elmo","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/elmo\/","title":{"rendered":"ELMo"},"content":{"rendered":"<p>ELMo\u060c \u0645\u062e\u0641\u0641 Embeddings from Language Models\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0632\u0628\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0627\u0633\u062a. ELMo \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646 \u0645\u0648\u0633\u0633\u0647 \u0622\u0644\u0646 \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI2) \u062f\u0631 \u0633\u0627\u0644 2018 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0633\u0631\u0648\u0631 \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u0627\u0646\u0646\u062f OneProxy \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u062a\u0627\u0631\u06cc\u062e\u0686\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc\u060c \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0627\u0646\u0648\u0627\u0639\u060c \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u060c \u0648 \u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632 \u0622\u06cc\u0646\u062f\u0647 ELMo \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0622\u0646 \u0628\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 ELMo \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0645\u0646\u0634\u0627\u0621 ELMo \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a \u0628\u0627 \u0622\u06af\u0627\u0647\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0632\u0645\u06cc\u0646\u0647 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0631\u062f. \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u0645\u0627\u0646\u0646\u062f Word2Vec \u0648 GloVe\u060c \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0645\u0633\u062a\u0642\u0644 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc\u200c\u06af\u0631\u0641\u062a\u060c \u0628\u062f\u0648\u0646 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0628\u0627\u0641\u062a \u0627\u0637\u0631\u0627\u0641. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a\u0646\u062f \u06a9\u0647 \u0645\u0639\u0646\u0627\u06cc \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u062a\u0646 \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0627\u06cc \u0628\u0647 ELMo \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 \u00ab\u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a \u0639\u0645\u06cc\u0642 \u0628\u0627\u0641\u062a\u06cc\u00bb \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0633\u0627\u0644 2018 \u062a\u0648\u0633\u0637 \u0645\u062a\u06cc\u0648 \u067e\u06cc\u062a\u0631\u0632 \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 ELMo \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u062d\u0633\u0627\u0633 \u0628\u0647 \u0628\u0627\u0641\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u062f\u0648\u0637\u0631\u0641\u0647 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f ELMo. \u06af\u0633\u062a\u0631\u0634 \u0645\u0648\u0636\u0648\u0639 ELMo.<\/h2>\n<p>ELMo \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u062f\u0648\u0637\u0631\u0641\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0647 \u0639\u0645\u06cc\u0642 \u0645\u062a\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0633\u0646\u062a\u06cc\u060c \u0645\u0627\u0646\u0646\u062f LSTM (\u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647\u200c\u0645\u062f\u062a \u0637\u0648\u0644\u0627\u0646\u06cc)\u060c \u062c\u0645\u0644\u0627\u062a \u0631\u0627 \u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u06af\u0630\u0634\u062a\u0647 \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0634\u0646\u062f. \u062f\u0631 \u0645\u0642\u0627\u0628\u0644\u060c ELMo \u0647\u0631 \u062f\u0648 LSTM\u0647\u0627\u06cc \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648 \u0648 \u0639\u0642\u0628 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06a9\u0644 \u0645\u062a\u0646 \u062c\u0645\u0644\u0647 \u0631\u0627 \u062f\u0631 \u062d\u06cc\u0646 \u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u062f.<\/p>\n<p>\u0646\u0642\u0637\u0647 \u0642\u0648\u062a ELMo \u062f\u0631 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a \u067e\u0648\u06cc\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0627\u062a \u0627\u0637\u0631\u0627\u0641 \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0647 \u0645\u0648\u0636\u0648\u0639 \u0686\u0646\u062f\u0645\u0639\u0646\u06cc \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0628\u0633\u062a\u0647 \u0628\u0647 \u0628\u0627\u0641\u062a \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0639\u0627\u0646\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647\u060c ELMo \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 NLP \u0645\u0627\u0646\u0646\u062f \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u0645\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc ELMo \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f ELMo<\/h2>\n<p>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc ELMo \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u062f\u0648\u0637\u0631\u0641\u0647 \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a. \u0627\u0632 \u062f\u0648 \u062c\u0632\u0621 \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631:<\/strong> ELMo \u0627\u0628\u062a\u062f\u0627 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 CNN \u062f\u0631 \u0633\u0637\u062d \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 (\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646) \u0628\u0647 \u06cc\u06a9 \u0646\u0645\u0627\u06cc\u0634 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06a9\u0644\u0645\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646 (OOV) \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u06cc\u0631\u06a9\u0644\u0645\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0636\u0628\u0637 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>LSTM \u0647\u0627\u06cc \u062f\u0648 \u0637\u0631\u0641\u0647:<\/strong> \u067e\u0633 \u0627\u0632 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0646\u0645\u0627\u06cc\u0634 \u06a9\u0644\u0645\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u060c ELMo \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u0644\u0627\u06cc\u0647 LSTM \u062f\u0648 \u0637\u0631\u0641\u0647 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f. LSTM \u0627\u0648\u0644 \u062c\u0645\u0644\u0647 \u0631\u0627 \u0627\u0632 \u0686\u067e \u0628\u0647 \u0631\u0627\u0633\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0648\u0645\u06cc \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0631\u0627\u0633\u062a \u0628\u0647 \u0686\u067e \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f. \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0627\u0632 \u0647\u0631 \u062f\u0648 LSTM \u0628\u0647 \u0647\u0645 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u0646\u062f \u062a\u0627 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647\u200c\u062f\u0633\u062a\u200c\u0622\u0645\u062f\u0647 \u0633\u067e\u0633 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 NLP \u067e\u0627\u06cc\u06cc\u0646\u200c\u062f\u0633\u062a\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0642\u0627\u0628\u0644\u200c\u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0648\u0627\u0698\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u0633\u0646\u062a\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\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 ELMo.<\/h2>\n<p>ELMo \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a \u0633\u0646\u062a\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062d\u0633\u0627\u0633\u06cc\u062a \u0632\u0645\u06cc\u0646\u0647:<\/strong> ELMo \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062a\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0645\u0639\u0646\u0627\u062f\u0627\u0631\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0646\u062f\u0645\u0639\u0646\u0627\u06cc\u06cc:<\/strong> \u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u06a9\u0644 \u0645\u062a\u0646 \u062c\u0645\u0644\u0647\u060c ELMo \u0628\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0627\u06cc\u0633\u062a\u0627 \u063a\u0644\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0627 \u0645\u0639\u0627\u0646\u06cc \u0686\u0646\u062f\u06af\u0627\u0646\u0647 \u06a9\u0644\u0645\u0627\u062a \u0686\u0646\u062f \u0645\u0639\u0646\u0627\u06cc\u06cc \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062e\u0627\u0631\u062c \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646 (OOV):<\/strong> \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 ELMo \u0622\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u06a9\u0644\u0645\u0627\u062a OOV \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062a\u0642\u0627\u0644\u06cc:<\/strong> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ELMo \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646\u200c\u062f\u0633\u062a\u06cc \u062e\u0627\u0635 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u06a9\u0627\u0647\u0634 \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0631\u0646:<\/strong> ELMo \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 NLP \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u06af\u0630\u0627\u0634\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 ELMo \u0631\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f. \u0627\u0632 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0644\u06cc\u0633\u062a \u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/h2>\n<p>\u062f\u0648 \u0646\u0648\u0639 \u0627\u0635\u0644\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc ELMo \u0628\u0631 \u0627\u0633\u0627\u0633 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0632\u0645\u06cc\u0646\u0647 \u0622\u0646\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/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>ELMo \u0627\u0635\u0644\u06cc<\/td>\n<td>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 LSTM \u0647\u0627\u06cc \u062f\u0648 \u0637\u0631\u0641\u0647\u060c \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u062d\u0633\u0627\u0633 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644 \u0645\u062a\u0646 \u062c\u0645\u0644\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/td>\n<\/tr>\n<tr>\n<td>ELMo 2.0<\/td>\n<td>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 ELMo \u0627\u0635\u0644\u06cc\u060c \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 LSTM \u0647\u0627\u06cc \u062f\u0648 \u0637\u0631\u0641\u0647\u060c \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0628\u0647 \u062e\u0648\u062f \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u062e\u0648\u062f \u062c\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0635\u0644\u0627\u062d \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ELMo\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647.<\/h2>\n<p>ELMo \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 NLP \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0645\u0627 \u0646\u0647 \u0645\u062d\u062f\u0648\u062f \u0628\u0647:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a:<\/strong> \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc ELMo \u0628\u0647 \u062b\u0628\u062a \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u0639\u0648\u0627\u0637\u0641 \u0638\u0631\u06cc\u0641 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0647\u0627\u062f \u0646\u0627\u0645\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 (NER):<\/strong> \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc NER \u0627\u0632 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc ELMo \u0628\u0631\u0627\u06cc \u0627\u0628\u0647\u0627\u0645\u200c\u0632\u062f\u0627\u06cc\u06cc \u0627\u0632 \u0630\u06a9\u0631 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0628\u0631 \u0627\u0633\u0627\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0637\u0631\u0627\u0641 \u062e\u0648\u062f \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u0628\u0631\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0648\u0627\u0644:<\/strong> ELMo \u0628\u0647 \u062f\u0631\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0648 \u0645\u062a\u0646 \u0647\u0627\u060c \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0624\u0627\u0644 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc:<\/strong> \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0622\u06af\u0627\u0647 \u0627\u0632 \u0645\u062a\u0646 ELMo \u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647 \u0631\u0627 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ELMo \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u0647\u0632\u06cc\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0627\u0644\u0627:<\/strong> ELMo \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u0639\u0645\u0627\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0648 \u0637\u0631\u0641\u0647 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0637\u0648\u0644\u0627\u0646\u06cc:<\/strong> \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc ELMo \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u0628\u0627\u0634\u062f \u0648 \u0628\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u062a\u0623\u062b\u06cc\u0631 \u0628\u06af\u0630\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc:<\/strong> \u0627\u062f\u063a\u0627\u0645 ELMo \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 NLP \u0645\u0648\u062c\u0648\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062a\u0644\u0627\u0634 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u060c \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u062a\u0642\u0637\u06cc\u0631 \u0645\u062f\u0644 \u0648 \u0634\u062a\u0627\u0628 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u062a\u0627 ELMo \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0645\u0634\u062e\u0635\u0627\u062a \u0627\u0635\u0644\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0647\u0631\u0633\u062a.<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>ELMo<\/th>\n<th>Word2Vec<\/th>\n<th>\u062f\u0633\u062a\u06a9\u0634<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062d\u0633\u0627\u0633\u06cc\u062a \u0632\u0645\u06cc\u0646\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0646\u062f\u0645\u0639\u0646\u0627\u06cc\u06cc<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u062e\u0627\u0631\u062c \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646 (OOV)<\/td>\n<td>\u0639\u0627\u0644\u06cc<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u06cc<\/td>\n<td>\u0628\u0632\u0631\u06af<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u0628\u0632\u0631\u06af<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0645\u0627\u0646 \u062a\u0645\u0631\u06cc\u0646<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u06a9\u0645<\/td>\n<td>\u06a9\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0627\u06cc\u0632 \u0645\u062f\u0644<\/td>\n<td>\u0628\u0632\u0631\u06af<\/td>\n<td>\u06a9\u0645 \u0627\u0647\u0645\u06cc\u062a<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 NLP<\/td>\n<td>\u0645\u062f\u0631\u0646<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u062e\u0648\u0628<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\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 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 ELMo.<\/h2>\n<p>\u0645\u0627\u0646\u0646\u062f \u0647\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0627\u0644 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a\u060c \u0622\u06cc\u0646\u062f\u0647 ELMo \u062f\u0627\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u062d\u0648\u0644\u0627\u062a \u0628\u0627\u0644\u0642\u0648\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc:<\/strong> \u0645\u062d\u0642\u0642\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0631 \u0631\u0648\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc ELMo \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u0646\u062f \u06a9\u0631\u062f \u062a\u0627 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u062a\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633\u200c\u062a\u0631 \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 ELMo \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646\u060c \u0627\u0645\u06a9\u0627\u0646\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 NLP \u0628\u06cc\u0646 \u0632\u0628\u0627\u0646\u06cc \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0633\u062a\u0645\u0631:<\/strong> \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627 \u062f\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0633\u062a\u0645\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a ELMo \u0631\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0646\u0637\u0628\u0627\u0642 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u062f\u0631\u06cc\u062c\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u06a9\u0646\u062f \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0628\u0647\u200c\u0631\u0648\u0632 \u0645\u06cc\u200c\u0645\u0627\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644:<\/strong> \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0642\u0637\u06cc\u0631 \u0645\u062f\u0644 \u0648 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0647 \u06a9\u0631\u062f\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0633\u0628\u06a9 \u0648\u0632\u0646 ELMo \u0628\u062f\u0648\u0646 \u0627\u0632 \u0628\u06cc\u0646 \u0628\u0631\u062f\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0632\u06cc\u0627\u062f \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0631\u062f.<\/p>\n<\/li>\n<\/ul>\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 ELMo \u0645\u0631\u062a\u0628\u0637 \u0634\u062f.<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 ELMo \u0628\u0647\u0631\u0647 \u0645\u0646\u062f \u0634\u0648\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0645\u062d\u062a\u0648\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647:<\/strong> \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc ELMo \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0642\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631 \u0645\u062d\u062a\u0648\u0627\u06cc \u0646\u0627\u0645\u0646\u0627\u0633\u0628 \u06cc\u0627 \u0645\u0636\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u0622\u06af\u0627\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646:<\/strong> ELMo \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u0627\u0632 \u0632\u0628\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0628\u0627 \u0645\u0631\u062a\u0628\u0637\u200c\u062a\u0631\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc:<\/strong> \u0628\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0641\u062a\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0627 ELMo\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0647\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0641\u0639\u0627\u0644\u06cc\u062a \u0647\u0627\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u0632 \u0622\u0646 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u0648\u06a9\u0633\u06cc \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647:<\/strong> \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647 ELMo (\u0627\u06af\u0631 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0627\u0634\u062f) \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0627\u062f\u063a\u0627\u0645 ELMo \u062f\u0631 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0633\u0631\u0648\u0631 \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u0627\u0645\u0646\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631 \u0648 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u062a\u0631 \u0634\u0648\u062f.<\/p>\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 ELMo \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u060c \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/allennlp.org\/elmo\" target=\"_new\" rel=\"noopener nofollow\">ELMo: \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646<\/a><\/li>\n<li><a href=\"https:\/\/www.aclweb.org\/anthology\/N18-1202.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u06a9\u0627\u063a\u0630 ELMo \u0627\u0635\u0644<\/a><\/li>\n<li><a href=\"https:\/\/www.aclweb.org\/anthology\/P19-1613.pdf\" target=\"_new\" rel=\"noopener nofollow\">ELMo 2.0: \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/allenai\/allennlp\/blob\/main\/tutorials\/how_to\/elmo.md\" target=\"_new\" rel=\"noopener nofollow\">\u0622\u0645\u0648\u0632\u0634 ELMo \u062a\u0648\u0633\u0637 AI2<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468299,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477061","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>ELMo: Empowering Language Models for Proxy Server Providers<\/mark>","faq_items":[{"question":"What is ELMo?","answer":"<p>ELMo, short for Embeddings from Language Models, is a deep learning-based language representation model developed by the Allen Institute for Artificial Intelligence (AI2) in 2018. It generates context-sensitive word embeddings by using bidirectional language models, revolutionizing various natural language processing (NLP) tasks.<\/p>"},{"question":"How does ELMo work?","answer":"<p>ELMo utilizes a deep bidirectional language model with character-based word representations and bidirectional LSTMs. It processes sentences from both left to right and right to left, capturing the entire context of words. The resulting contextualized embeddings are used for downstream NLP tasks, enhancing their performance significantly.<\/p>"},{"question":"What are the key features of ELMo?","answer":"<p>ELMo's key features include context sensitivity, polysemy handling, out-of-vocabulary (OOV) support, transfer learning, and state-of-the-art performance on NLP tasks. Its contextual embeddings enable more accurate word representations based on sentence context, making it highly versatile and effective.<\/p>"},{"question":"What types of ELMo models exist?","answer":"<p>There are two main types of ELMo models:<\/p><ol><li><p>Original ELMo: This model generates context-sensitive word embeddings based on bidirectional LSTMs, providing word representations based on the entire sentence context.<\/p><\/li><li><p>ELMo 2.0: Building upon the original ELMo, this model incorporates self-attention mechanisms in addition to bidirectional LSTMs, further refining contextual embeddings for improved performance.<\/p><\/li><\/ol>"},{"question":"How can ELMo be used?","answer":"<p>ELMo finds applications in various NLP tasks such as sentiment analysis, named entity recognition, question answering, and machine translation. Its context-aware word representations enhance the performance of these tasks by capturing nuanced meanings and emotions.<\/p>"},{"question":"What challenges are associated with using ELMo?","answer":"<p>Using ELMo may present challenges such as high computational cost, long inference time, and integration complexity. However, researchers have explored optimization techniques, model distillation, and hardware acceleration to mitigate these issues.<\/p>"},{"question":"What are the future perspectives for ELMo?","answer":"<p>The future of ELMo holds promising advancements, including efficiency improvements, multilingual support, continual learning, and model compression. These developments will further enhance ELMo's capabilities and accessibility in the evolving field of NLP.<\/p>"},{"question":"How can proxy servers benefit from ELMo?","answer":"<p>Proxy servers can benefit from ELMo through enhanced content filtering, language-aware routing, anomaly detection, and multilingual proxying. ELMo's contextual embeddings enable better identification of inappropriate content and improved user experience.<\/p>"},{"question":"Where can I find more information about ELMo?","answer":"<p>For more information about ELMo and its applications, you can refer to the following resources:<\/p><ol><li>ELMo: Embeddings from Language Models (<a href=\"https:\/\/allennlp.org\/elmo\" target=\"_new\">https:\/\/allennlp.org\/elmo<\/a>)<\/li><li>Original ELMo paper (<a href=\"https:\/\/www.aclweb.org\/anthology\/N18-1202.pdf\" target=\"_new\">https:\/\/www.aclweb.org\/anthology\/N18-1202.pdf<\/a>)<\/li><li>ELMo 2.0: Missing Pretraining (<a href=\"https:\/\/www.aclweb.org\/anthology\/P19-1613.pdf\" target=\"_new\">https:\/\/www.aclweb.org\/anthology\/P19-1613.pdf<\/a>)<\/li><li>Tutorial on ELMo by AI2 (<a href=\"https:\/\/github.com\/allenai\/allennlp\/blob\/main\/tutorials\/how_to\/elmo.md\" target=\"_new\">https:\/\/github.com\/allenai\/allennlp\/blob\/main\/tutorials\/how_to\/elmo.md<\/a>)<\/li><\/ol>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477061","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\/477061\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468299"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477061"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}