{"id":12045,"date":"2024-08-12T10:38:29","date_gmt":"2024-08-12T07:12:45","guid":{"rendered":"https:\/\/asr-gooyesh.com\/fa\/?p=12045"},"modified":"2024-08-13T11:46:33","modified_gmt":"2024-08-13T08:16:33","slug":"retrieval-augmented-generation-rag","status":"publish","type":"post","link":"https:\/\/asr-gooyesh.com\/fa\/news\/retrieval-augmented-generation-rag\/","title":{"rendered":"Retrieval-Augmented Generation (RAG) \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af"},"content":{"rendered":"<p>Retrieval-Augmented Generation (RAG) \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0628\u0647 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u0645\u0639\u062a\u0628\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062e\u0648\u062f \u0627\u0631\u062c\u0627\u0639 \u0645\u06cc \u062f\u0647\u062f. \u0645\u062f\u0644\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u0628\u0631 \u0631\u0648\u06cc \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u0628\u06cc\u0646\u0646\u062f \u0648 \u0627\u0632 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f\u0647\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0627\u0635\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u0633\u062e \u062f\u0627\u062f\u0646 \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a\u060c \u062a\u0631\u062c\u0645\u0647 \u0632\u0628\u0627\u0646\u0647\u0627 \u0648 \u062a\u06a9\u0645\u06cc\u0644 \u062c\u0645\u0644\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u06a9\u0646\u0646\u062f. RAG \u0642\u0627\u0628\u0644\u06cc\u062a\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f LLM\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062d\u0648\u0632\u0647\u0647\u0627\u06cc \u062e\u0627\u0635 \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u062f\u0627\u062e\u0644\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc\u062f\u0647\u062f\u060c \u0647\u0645\u0647 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062c\u062f\u062f \u0645\u062f\u0644. \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062e\u0631\u0648\u062c\u06cc LLM \u0627\u0633\u062a \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0631\u062a\u0628\u0637\u060c \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0641\u06cc\u062f \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u062f.<\/p>\n<h2>\n\u0686\u0631\u0627 Retrieval-Augmented Generation \u0645\u0647\u0645 \u0627\u0633\u062a\u061f<\/h2>\n<p>LLM \u0647\u0627 \u06cc\u06a9 \u0641\u0646\u0627\u0648\u0631\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0686\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u062f\u06cc\u06af\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0646\u06cc\u0631\u0648 \u0645\u06cc \u062f\u0647\u062f. \u0647\u062f\u0641 \u0627\u06cc\u062c\u0627\u062f \u0631\u0628\u0627\u062a\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0631\u062c\u0627\u0639 \u0645\u062a\u0642\u0627\u0628\u0644 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u0646\u0634 \u0645\u0639\u062a\u0628\u0631 \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0627\u0633\u062e \u062f\u0647\u0646\u062f. \u0645\u062a\u0623\u0633\u0641\u0627\u0646\u0647\u060c \u0645\u0627\u0647\u06cc\u062a \u0641\u0646\u0627\u0648\u0631\u06cc LLM \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0631 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc LLM \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc LLM \u062b\u0627\u0628\u062a \u0627\u0633\u062a \u0648 \u062a\u0627\u0631\u06cc\u062e \u0642\u0637\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0634\u06cc \u06a9\u0647 \u062f\u0627\u0631\u062f \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f.<br \/>\n\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 LLM \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\u0627\u0631\u0627\u0626\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0646\u0627\u062f\u0631\u0633\u062a \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u067e\u0627\u0633\u062e\u06cc \u0646\u062f\u0627\u0631\u062f.<\/li>\n<li>\u0627\u0631\u0627\u0626\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0646\u0633\u0648\u062e \u06cc\u0627 \u0639\u0645\u0648\u0645\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0646\u062a\u0638\u0627\u0631 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u062e\u0627\u0635 \u0648 \u0641\u0639\u0644\u06cc \u0631\u0627 \u062f\u0627\u0631\u062f.<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u063a\u06cc\u0631\u0645\u0639\u062a\u0628\u0631.<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u0631\u062f\u0631\u06af\u0645\u06cc \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u06cc\u06a9\u0633\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0635\u062d\u0628\u062a \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u06cc\u0632\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u0627\u0631\u0645\u0646\u062f \u062c\u062f\u06cc\u062f \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u0634\u062a\u0627\u0642 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u0645\u0637\u0644\u0639 \u0634\u062f\u0646 \u0627\u0632 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u062c\u0627\u0631\u06cc \u0627\u0645\u062a\u0646\u0627\u0639 \u0645\u06cc \u0648\u0631\u0632\u062f \u0627\u0645\u0627 \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u06a9\u0627\u0645\u0644 \u0628\u0647 \u0647\u0631 \u0633\u0648\u0627\u0644\u06cc \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u062f. \u0645\u062a\u0623\u0633\u0641\u0627\u0646\u0647\u060c \u0686\u0646\u06cc\u0646 \u0646\u06af\u0631\u0634\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0628\u06af\u0630\u0627\u0631\u062f \u0648 \u0686\u06cc\u0632\u06cc \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u0686\u062a \u0628\u0627\u062a \u0647\u0627\u06cc \u0634\u0645\u0627 \u0627\u0632 \u0622\u0646 \u062a\u0642\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f!<br \/>\nRAG \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc \u062d\u0644 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0627\u0633\u062a. LLM \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u0639\u062a\u0628\u0631 \u0648 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647 \u062f\u0627\u0646\u0634 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0633\u0627\u0632\u0645\u0627\u0646\u0647\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u062a\u0646 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062f\u0627\u0631\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u06cc\u0646\u0634\u0647\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u062a\u0648\u0633\u0637 LLM \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc\u0622\u0648\u0631\u0646\u062f.<\/p>\n<h2>\n\u0631\u0648\u06cc\u06a9\u0631\u062f \u0646\u0633\u0644 \u0627\u0641\u0632\u0648\u062f\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0686\u0647 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062d\u0644 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/h2>\n<h3>\u0645\u0634\u06a9\u0644 1: \u0645\u062f\u0644 \u0647\u0627\u06cc LLM \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0634\u0645\u0627 \u0631\u0627 \u0646\u0645\u06cc \u062f\u0627\u0646\u0646\u062f<\/h3>\n<p>LLM \u0647\u0627 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0628\u06cc\u0646\u0646\u062f \u062a\u0627 \u0645\u062d\u062a\u0648\u0627\u06cc \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0641\u0647\u0645\u0646\u062f\u060c \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u0646\u062f \u0648 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u0646\u062f. \u0627\u06a9\u062b\u0631 LLM \u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u0627\u0633\u062e \u062f\u0647\u062f. \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 LLM \u0647\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0646\u0642\u0637\u0647 \u0628\u0631\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0646\u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 LLM \u0647\u0627 \u0627\u06cc\u0633\u062a\u0627 \u0628\u0627\u0634\u0646\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627\u0639\u062b \u0634\u0648\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0628\u062f\u0647\u0646\u062f\u060c \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc \u0628\u062f\u0647\u0646\u062f \u06cc\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u067e\u0631\u0633\u06cc\u062f\u0646 \u0633\u0648\u0627\u0644\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u0646\u062f\u06cc\u062f\u0647 \u0627\u0646\u062f\u060c \u062f\u0686\u0627\u0631 \u062a\u0648\u0647\u0645 \u0634\u0648\u0646\u062f.<\/p>\n<h3>\u0645\u0634\u06a9\u0644 2: \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u062a\u0627 \u0645\u0648\u062b\u0631 \u0628\u0627\u0634\u0646\u062f<\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 LLM\u0647\u0627 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0648 \u062e\u0627\u0635 \u0628\u062f\u0647\u0646\u062f\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u0647\u0627 \u0628\u0647 \u0645\u062f\u0644 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u062a\u0627 \u062f\u0627\u0645\u0646\u0647 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u06a9\u0644\u06cc \u067e\u0627\u0633\u062e\u0647\u0627\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u0647\u0627 \u0631\u0628\u0627\u062a\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0627 LLM \u0645\u06cc\u0633\u0627\u0632\u0646\u062f\u060c \u0648 \u0627\u06cc\u0646 \u0631\u0627\u0647\u062d\u0644\u0647\u0627 \u0628\u0627\u06cc\u062f \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u062e\u0627\u0635 \u0634\u0631\u06a9\u062a \u0631\u0627 \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u0628\u062f\u0647\u0646\u062f. \u062f\u06cc\u06af\u0631\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0633\u0627\u062e\u062a \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u062f\u0627\u062e\u0644\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u06a9\u0646\u0627\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646\u0627\u0628\u0639 \u0627\u0646\u0633\u0627\u0646\u06cc \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u0633\u062e \u062f\u0647\u0646\u062f. \u0686\u06af\u0648\u0646\u0647 \u0634\u0631\u06a9\u062a \u0647\u0627 \u0686\u0646\u06cc\u0646 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u062f\u0648\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u062c\u062f\u062f \u0622\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f\u061f<\/p>\n<h3>\u0631\u0627\u0647 \u062d\u0644: \u0627\u0641\u0632\u0627\u06cc\u0634 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0635\u0646\u0639\u062a\u06cc \u0627\u0633\u062a<\/h3>\n<p>\u06cc\u06a9 \u0631\u0627\u0647 \u0622\u0633\u0627\u0646 \u0648 \u067e\u0631\u0637\u0631\u0641\u062f\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 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\u0635\u0631\u0641 \u0628\u0631 \u062f\u0627\u0646\u0634 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 RAG \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 LLM \u0647\u0627\u06cc \u062b\u0627\u0628\u062a \u0631\u0627 \u0628\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0645\u062a\u0635\u0644 \u0645\u06cc \u06a9\u0646\u062f.<br \/>\n\u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc RAG\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u0647\u0627 \u0645\u06cc\u062a\u0648\u0627\u0646\u0646\u062f \u0647\u0631 \u0645\u062f\u0644 LLM \u0631\u0627 \u0645\u0633\u062a\u0642\u0631 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f \u062a\u0627 \u0628\u0627 \u062f\u0627\u062f\u0646 \u0645\u0642\u062f\u0627\u0631 \u06a9\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u062e\u0648\u062f\u060c \u0628\u062f\u0648\u0646 \u0647\u0632\u06cc\u0646\u0647\u0647\u0627 \u0648 \u0632\u0645\u0627\u0646 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06cc\u0627 \u067e\u06cc\u0634\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u0646\u062f.<\/p>\n<h2>\n\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc RAG \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<p>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc RAG \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<div class=\"message-content peer-color-5 text has-shadow has-solid-background has-appendix has-footer\" dir=\"auto\">\n<div class=\"content-inner\" dir=\"auto\">\n<ul>\n<li><strong>\u0631\u0628\u0627\u062a\u0647\u0627\u06cc \u0686\u062a \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e :<\/strong> \u062a\u0631\u06a9\u06cc\u0628 LLM \u0628\u0627 \u0686\u062a\u0628\u0627\u062a\u0647\u0627 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u062a\u0631\u06cc \u0631\u0627 \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u0634\u0631\u06a9\u062a \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u0646\u062f. \u0686\u062a \u0628\u0627\u062a \u0647\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u0648 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0647\u062f\u0627\u06cc\u062a \u0648\u0628 \u0633\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0648 \u062d\u0644 \u0633\u0631\u06cc\u0639 \u0645\u0634\u06a9\u0644\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>\u062a\u0642\u0648\u06cc\u062a \u062c\u0633\u062a\u062c\u0648 :<\/strong> \u062a\u0631\u06a9\u06cc\u0628 LLM \u0628\u0627 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648 \u0631\u0627 \u0628\u0627 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 LLM \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc\u06a9\u0646\u0646\u062f\u060c \u0645\u06cc\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0628\u0647\u062a\u0631 \u067e\u0627\u0633\u062e \u062f\u0647\u062f \u0648 \u06cc\u0627\u0641\u062a\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0622\u0633\u0627\u0646\u062a\u0631 \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0645\u0648\u062a\u0648\u0631 \u062f\u0627\u0646\u0634:<\/strong> \u062f\u0631\u0628\u0627\u0631\u0647 \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u062e\u0648\u062f \u0633\u0624\u0627\u0644 \u0628\u067e\u0631\u0633\u06cc\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0646\u0627\u0628\u0639 \u0627\u0646\u0633\u0627\u0646\u06cc\u060c \u0627\u0633\u0646\u0627\u062f \u0627\u0646\u0637\u0628\u0627\u0642): \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u0634\u0631\u06a9\u062a \u0645\u06cc\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc LLM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f \u0648 \u0628\u0647 \u06a9\u0627\u0631\u06a9\u0646\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u062e\u0648\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0646\u0627\u0628\u0639 \u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u062e\u0637\u0645\u0634\u06cc\u0647\u0627 \u0648 \u0633\u0624\u0627\u0644\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0648 \u0627\u0646\u0637\u0628\u0627\u0642\u060c \u067e\u0627\u0633\u062e \u062f\u0647\u0646\u062f.<\/li>\n<\/ul>\n<h2 class=\"text-content clearfix with-meta\" dir=\"auto\">\n\u0645\u0632\u0627\u06cc\u0627\u06cc RAG \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<div class=\"text-content clearfix with-meta\" dir=\"auto\">\u0631\u0648\u06cc\u06a9\u0631\u062f RAG \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0645\u0632\u06cc\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/div>\n<ul>\n<li class=\"text-content clearfix with-meta\" dir=\"auto\"><strong>\u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0628\u0647\u0631\u0648\u0632 \u0648 \u062f\u0642\u06cc\u0642 :<\/strong> RAG \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u06a9\u0646\u062f \u06a9\u0647 \u067e\u0627\u0633\u062e \u06cc\u06a9 LLM \u062a\u0646\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062b\u0627\u0628\u062a \u0648 \u0642\u062f\u06cc\u0645\u06cc \u0646\u06cc\u0633\u062a. \u062f\u0631 \u0639\u0648\u0636\u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u062e\u0627\u0631\u062c\u06cc \u0628\u0647\u0631\u0648\u0632 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u06a9\u0646\u062f.<\/li>\n<li class=\"text-content clearfix with-meta\" dir=\"auto\"><strong>\u06a9\u0627\u0647\u0634 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u06cc\u0627 \u062a\u0648\u0647\u0645\u0647\u0627 :<\/strong> \u0628\u0627 \u067e\u0627\u06cc\u0647\u06af\u0630\u0627\u0631\u06cc \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644 LLM \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u0646\u0634 \u062e\u0627\u0631\u062c\u06cc \u0645\u0631\u062a\u0628\u0637\u060c RAG \u062a\u0644\u0627\u0634 \u0645\u06cc\u06a9\u0646\u062f \u062a\u0627 \u062e\u0637\u0631 \u067e\u0627\u0633\u062e\u062f\u0647\u06cc \u0628\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0646\u0627\u062f\u0631\u0633\u062a \u06cc\u0627 \u0633\u0627\u062e\u062a\u06af\u06cc (\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0648\u0647\u0645 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u0634\u0648\u062f) \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f. \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0634\u0627\u0645\u0644 \u0627\u0633\u062a\u0646\u0627\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0627\u0635\u0644\u06cc \u0628\u0627\u0634\u0646\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0623\u06cc\u06cc\u062f \u0627\u0646\u0633\u0627\u0646\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li class=\"text-content clearfix with-meta\" dir=\"auto\"><strong>\u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062f\u0627\u0645\u0646\u0647 \u062e\u0627\u0635 :<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 RAG\u060c LLM \u0645\u06cc\u062a\u0648\u0627\u0646\u062f \u067e\u0627\u0633\u062e\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u06cc\u0627 \u062f\u0627\u0645\u0646\u0647 \u062e\u0627\u0635 \u0633\u0627\u0632\u0645\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/li>\n<li class=\"text-content clearfix with-meta\" dir=\"auto\"><strong>\u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0628\u0648\u062f\u0646 :<\/strong> RAG \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627 \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 LLM \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0627\u0645\u0646\u0647 \u062e\u0627\u0635\u060c \u0633\u0627\u062f\u0647 \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0627\u0633\u062a. \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f RAG \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0632\u0645\u0627\u0646\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u06a9\u0631\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0647\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0634\u0648\u0646\u062f.<\/li>\n<\/ul>\n<h2 class=\"text-content clearfix with-meta\" dir=\"auto\">\n\u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0628\u0627\u06cc\u062f \u0627\u0632 RAG \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645 \u0648 \u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06a9\u0646\u0645\u061f<\/h2>\n<div class=\"text-content clearfix with-meta\" dir=\"auto\">\n<p style=\"direction: rtl;\">RAG \u0645\u06a9\u0627\u0646 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0627\u0633\u062a\u060c \u0622\u0633\u0627\u0646 \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a. \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0642\u0639\u06cc\u062a\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0641\u0631\u062f \u0645\u06cc\u062e\u0648\u0627\u0647\u062f \u0631\u0641\u062a\u0627\u0631 LLM \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0646\u062f \u06cc\u0627 &#8220;\u0632\u0628\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc&#8221; \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f\u060c \u0645\u0646\u0627\u0633\u0628\u062a\u0631 \u0627\u0633\u062a. \u0627\u06cc\u0646\u0647\u0627 \u0645\u062a\u0642\u0627\u0628\u0644 \u0646\u06cc\u0633\u062a\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06af\u0627\u0645 \u0622\u06cc\u0646\u062f\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0632\u0628\u0627\u0646 \u062f\u0627\u0645\u0646\u0647 \u0648 \u0641\u0631\u0645 \u062e\u0631\u0648\u062c\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f &#8211; \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 RAG \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u067e\u0627\u0633\u062e \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p style=\"direction: rtl;\">\u0648\u0642\u062a\u06cc \u0645\u06cc\u062e\u0648\u0627\u0647\u0645 LLM \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u0647\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u0645\u060c \u0647\u0645\u0647 \u06af\u0632\u06cc\u0646\u0647\u0647\u0627 \u0686\u06cc\u0633\u062a \u0648 \u06a9\u062f\u0627\u0645 \u0631\u0648\u0634 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a (\u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 RAG \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u067e\u06cc\u0634\u0622\u0645\u0648\u0632\u0634)\u061f<\/p>\n<p style=\"direction: rtl;\">\u0686\u0647\u0627\u0631 \u0627\u0644\u06af\u0648\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 LLM \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u0634\u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f \u0648 \u0645\u062a\u0642\u0627\u0628\u0644 \u0646\u06cc\u0633\u062a\u0646\u062f . \u062f\u0631 \u0639\u0648\u0636\u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 (\u0648 \u0628\u0627\u06cc\u062f) \u0628\u0627 \u0647\u0645 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0631\u062f \u062a\u0627 \u0627\u0632 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0647\u0631 \u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Retrieval-Augmented Generation (RAG) \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0645\u062f\u0644 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