{"id":5017,"date":"2025-10-09T09:51:43","date_gmt":"2025-10-09T06:21:43","guid":{"rendered":"https:\/\/aidreamslab.com\/blog\/%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c-%d8%a8%d8%a7-ra3-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%85%db%8c%d8%a7%d9%86%d9%87-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d9%82%d9%88%db%8c%d8%aa-%db%8c%d8%a7%d8%af%da%af\/"},"modified":"2025-10-09T09:51:51","modified_gmt":"2025-10-09T06:21:51","slug":"%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c-%d8%a8%d8%a7-ra3-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%85%db%8c%d8%a7%d9%86%d9%87-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d9%82%d9%88%db%8c%d8%aa-%db%8c%d8%a7%d8%af%da%af","status":"publish","type":"post","link":"https:\/\/aidreamslab.com\/blog\/%d8%a2%d8%b4%d9%86%d8%a7%db%8c%db%8c-%d8%a8%d8%a7-ra3-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d9%85%db%8c%d8%a7%d9%86%d9%87-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%d9%82%d9%88%db%8c%d8%aa-%db%8c%d8%a7%d8%af%da%af\/","title":{"rendered":"\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 RA3: \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u062f\u0631 LLMs"},"content":{"rendered":"<h2>\u0645\u0642\u062f\u0645\u0647<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc (Reinforcement Learning) \u06cc\u06a9\u06cc \u0627\u0632 \u062c\u0630\u0627\u0628\u200c\u062a\u0631\u06cc\u0646 \u0648 \u0646\u0648\u06cc\u0646\u200c\u062a\u0631\u06cc\u0646 \u0634\u0627\u062e\u0647\u200c\u0647\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06a9\u0645\u06a9 \u06a9\u0646\u062f. \u0627\u062e\u06cc\u0631\u0627\u064b \u062a\u062d\u0642\u06cc\u0642\u06cc \u0627\u0632 \u0627\u067e\u0644 \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 RA3 (Reasoning as Action Abstractions) \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u0627\u0646\u0647 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0628\u062e\u0635\u0648\u0635 \u0628\u0631 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u062a\u0623\u06a9\u06cc\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u0627\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<h2>RA3 \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<p>RA3 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647\u06cc \u0628\u0647 \u0631\u0633\u0645\u06cc\u062a \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u062f\u0631\u0634\u062a(EM-style) \u0628\u0646\u0627 \u0634\u062f\u0647 \u0648 \u06cc\u06a9 \u0641\u0631\u0627\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0642\u062f\u0627\u0645\u200c\u0647\u0627\u06cc \u0646\u0647\u0641\u062a\u0647 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0627\u0632 \u0646\u0642\u0627\u0637 \u0645\u0631\u062c\u0639 \u0645\u062a\u062e\u0635\u0635 \u0645\u06cc\u200c\u0622\u0645\u0648\u0632\u062f. \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627 \u0633\u067e\u0633 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u06cc\u0627\u0628\u0646\u062f \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u0646\u0642\u0627\u0637 \u0645\u0631\u062c\u0639 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u0647\u0645\u200c\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06a9\u0627\u0647\u0634 \u06a9\u0631\u062f\u0646 \u062d\u062c\u0645 \u0641\u0636\u0627\u06cc \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0633\u0647\u06cc\u0644 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\u0627\u0633\u062a:<\/p>\n<ul>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0641\u0636\u0627\u06cc \u0627\u0642\u062f\u0627\u0645\u0627\u062a:<\/strong> \u06cc\u06a9\u06cc \u0627\u0632 \u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u0627\u0646\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06cc\u06a9 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0627\u0642\u062f\u0627\u0645\u0627\u062a\u060c \u0645\u062f\u0644 \u0642\u0627\u062f\u0631 \u0627\u0633\u062a \u0628\u0647 \u0633\u0631\u0639\u062a \u0648 \u062f\u0642\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0633\u062f.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/strong> \u0628\u0647\u0628\u0648\u062f \u06cc\u0627 \u062a\u0642\u0648\u06cc\u062a \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0627\u0642\u062f\u0627\u0645\u200c\u0647\u0627 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0632\u0645\u0627\u0646 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f \u0648 \u0645\u062f\u0644 \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u0645\u0648\u062b\u0631\u062a\u0631 \u0633\u0627\u0632\u062f.<\/li>\n<\/ul>\n<h3>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 RA3<\/h3>\n<p>RA3 \u0627\u0632 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u0635\u0644\u06cc \u062f\u0631 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062e\u0648\u062f \u067e\u06cc\u0631\u0648\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u0628\u062a\u062f\u0627\u060c \u0645\u062f\u0644 \u0627\u0642\u062f\u0627\u0645\u200c\u0647\u0627\u06cc \u0646\u0647\u0641\u062a\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0632 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0647 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u06cc\u0646\u062c\u0627\u0645\u062f\u060c \u0628\u0644\u06a9\u0647 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0627\u0642\u062f\u0627\u0645\u0627\u062a\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n<h2>\u0646\u062a\u0627\u06cc\u062c \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627<\/h2>\n<p>\u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u062a\u0627\u06cc\u062c \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 RA3 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0639\u062b \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0645\u062a\u0631\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u06cc\u0645. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627 \u0628\u0647 \u0648\u0636\u0648\u062d \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc RA3 \u062f\u0631 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u06cc\u0627\u0641\u062a\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2>\u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0648 \u0622\u06cc\u0646\u062f\u0647 RA3<\/h2>\n<p>\u062f\u0631\u062d\u0627\u0644\u06cc\u200c\u06a9\u0647 RA3 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0633\u062a\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u060c \u0627\u0645\u06a9\u0627\u0646 \u062a\u0639\u0645\u06cc\u0645\u200c\u067e\u0630\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0627\u0648\u0645 \u0622\u0646 \u0627\u0633\u062a.<\/p>\n<h2>\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n<p>\u062a\u062d\u0642\u06cc\u0642 RA3 \u0627\u0632 \u0627\u067e\u0644 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 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\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0627\u06cc\u062f \u0628\u0647 \u062f\u0642\u062a \u0646\u062a\u0627\u06cc\u062c \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc RA3 \u0631\u0627 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f \u0648 \u0628\u0647 \u06af\u0633\u062a\u0631\u0634 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u062e\u062a.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc (Reinforcement Learning) \u06cc\u06a9\u06cc \u0627\u0632 \u062c\u0630\u0627\u0628\u200c\u062a\u0631\u06cc\u0646 \u0648 \u0646\u0648\u06cc\u0646\u200c\u062a\u0631\u06cc\u0646 \u0634\u0627\u062e\u0647\u200c\u0647\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0627 \u062f\u0631 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06a9\u0645\u06a9 \u06a9\u0646\u062f. \u0627\u062e\u06cc\u0631\u0627\u064b \u062a\u062d\u0642\u06cc\u0642\u06cc \u0627\u0632 \u0627\u067e\u0644 \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 RA3 (Reasoning as Action Abstractions) \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u0627\u0646\u0647 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc 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