{"id":78712,"date":"2024-10-01T19:45:49","date_gmt":"2024-10-01T16:15:49","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/"},"modified":"2024-10-01T19:45:49","modified_gmt":"2024-10-01T16:15:49","slug":"from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/","title":{"rendered":"\u0627\u0632 \u0644\u062d\u0638\u0647\u200c\u0647\u0627 \u062a\u0627 \u0646\u0642\u0627\u0637 \u0639\u0637\u0641: \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af"},"content":{"rendered":"<p>Summarize this content to 400 words in Persian Lang <\/p>\n<p>  \u062f\u0644\u06cc\u0644 \u0627\u0646\u062a\u062e\u0627\u0628<\/p>\n<p>\u0631\u0648\u06cc\u0647 ACL2024 \u062a\u0635\u0648\u06cc\u0628 \u0634\u062f. \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0645\u0644\u06cc \u0633\u0646\u06af\u0627\u067e\u0648\u0631<\/p>\n<p>\u0645\u0642\u0627\u0644\u0647: https:\/\/aclanthology.org\/2024.acl-long.390\/\u06a9\u062f: https:\/\/github.com\/nusnlp\/LLM-TLS<\/p>\n<p>\u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0634\u0628\u06cc\u0647 RAG \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062a\u0641\u0627\u0648\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 Retrieval \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u062f\u0627\u0646\u0634 LLM (\u0646\u0647 \u0641\u0642\u0637 \u062c\u0627\u0633\u0627\u0632\u06cc) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0646\u0642\u0634 LLM \u062f\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631\u060c \u0634\u0628\u0647 \u0627\u0648\u0631\u0627\u06a9\u0644 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0645\u0634\u062e\u0635 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0628\u0627 \u0686\u0646\u062f \u0634\u0627\u062a \u0645\u0639\u0645\u0648\u0644\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a.<\/p>\n<p>  \u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc<\/p>\n<p>\u3010\u0645\u0633\u0627\u0626\u0644 \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u3011\u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u0645\u062f\u0631\u0646 \u06a9\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0645\u062a\u0646 (\u0645\u0627\u0646\u0646\u062f \u0645\u0642\u0627\u0644\u0627\u062a \u062e\u0628\u0631\u06cc \u0648 \u067e\u0633\u062a \u0647\u0627\u06cc \u0631\u0633\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc) \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631\u06a9 \u0633\u0631\u06cc\u0639 \u062a\u062d\u0648\u0644\u0627\u062a \u062f\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u0647\u0645 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0627\u0636\u0637\u0631\u0627\u0631\u06cc\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n[\u0645\u0633\u0626\u0644\u0647 \u0641\u0646\u06cc]\u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0633\u062a\u0644\u0632\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0645\u062a\u0646 \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0631\u0633\u0648\u0645 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u062d\u062f\u0648\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0627\u0646\u062c\u0627\u0645 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u06cc \u0647\u0631 \u062f\u0648 \u0631\u0627 \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0647\u06cc\u0686 \u0631\u0627\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u062f\u06cc\u062f \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u062f \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a.<\/p>\n<p>\u3010\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u3011\u0645\u0627 LLM-TSL \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645\u060c \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u06a9\u0647 \u0628\u0627 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0627\u0632 \u0645\u062a\u0646 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0634\u0628\u0647 \u0627\u0648\u0631\u0627\u06a9\u0644 (\u06a9\u0647 \u0631\u0627\u0647\u200c\u062d\u0644 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u06af\u0646\u062c\u0627\u0646\u062f\u0646 \u06cc\u0627 \u0646\u0628\u0648\u062f\u0646 \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u062e\u0648\u0634\u0647 \u062e\u0627\u0635 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f)\u060c \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0645\u0632\u0645\u0627\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<p>\u3010\u0627\u062b\u0631\u3011LLM-TLS \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0686\u0647\u0627\u0631 \u0645\u0639\u06cc\u0627\u0631 TLS \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>  LLM-TLS (\u062e\u0644\u0627\u0635\u0647 \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc)<\/p>\n<p>  \u062a\u06a9\u0644\u06cc\u0641<\/p>\n<p>\u0641\u0631\u0645\u0648\u0644 \u0645\u0634\u06a9\u0644 Event TLS \u0627\u0633\u062a[Faghihi2022]\u3001\u0645\u0648\u0636\u0648\u0639 TLS[Ghalandari2020]\u0647\u0645\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647<\/p>\n<p>  \u0631\u0648\u06cc\u062f\u0627\u062f TLS<\/p>\n<p>    \u0648\u0638\u0627\u06cc\u0641: \u067e\u06cc\u0634\u0631\u0641\u062a \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062e\u0627\u0635 \u0631\u0627 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u062a\u0648\u0627\u0644\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u062c\u0645\u06cc\u0639 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u06a9\u0648\u062a\u0627\u0647 \u062f\u0627\u0631\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0628\u0644\u0627\u06cc\u0627 \u0648 \u0634\u0631\u0627\u06cc\u0637 \u0628\u062d\u0631\u0627\u0646\u06cc \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u0627\u062e\u0628\u0627\u0631 \u0641\u0648\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<br \/>\n  \u0648\u0631\u0648\u062f\u06cc: \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u06a9\u0647 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0632\u0645\u0627\u0646\u06cc \u0645\u0631\u062a\u0628 \u0634\u062f\u0647\u200c\u0627\u0646\u062f <\/p>\n<p>  \u0627\u0633=\u062a\u06cc1\u060c\u062a\u06cc2\u060c\u2026\u060c\u062a\u06ccnS = {t_1,t_2,\u2026,t_n } \u0627\u0633=\u062a\u06cc1\u0631\u0627\u060c\u062a\u06cc2\u0631\u0627\u060c\u2026\u060c\u062a\u06ccn\u0631\u0627<\/p>\n<p> \u060c \u0648 \u0627\u06cc\u0646\u0647\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u062e\u0637\u0648\u0637 \u0632\u0645\u0627\u0646\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0646\u062f.<br \/>\n  \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646 (\u0648\u0638\u06cc\u0641\u0647 1): \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f <\/p>\n<p>  \u062a\u06cc\u0647v\u0647n\u062a\u06cc=\u062a\u06cc1\u060c\u062a\u06cc2\u060c\u2026\u060c\u062a\u06cc\u0645\u062a\u0631T_{\u0631\u0648\u06cc\u062f\u0627\u062f} = { T_1,T_2,\u2026,T_m } \u062a\u06cc\u0647v\u0647n\u062a\u06cc\u0631\u0627=\u062a\u06cc1\u0631\u0627\u060c\u062a\u06cc2\u0631\u0627\u060c\u2026\u060c\u062a\u06cc\u0645\u062a\u0631\u0631\u0627<\/p>\n<p> \u062a\u0642\u0633\u06cc\u0645 \u0628\u0647. \u0647\u0631 \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc <\/p>\n<p>  \u062a\u06cc\u0645\u0646\u0631\u0627T_i \u062a\u06cc\u0645\u0646\u0631\u0627\u0631\u0627<\/p>\n<p> \u062d\u0627\u0648\u06cc \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0627\u0633\u062a.<br \/>\n  \u062e\u0644\u0627\u0635\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc (\u0648\u0638\u06cc\u0641\u06472): \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0631 \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0645\u0646\u0639\u06a9\u0633 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062e\u0644\u0627\u0635\u0647 \u0647\u0627 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062e\u0644\u0627\u0635\u0647 \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>  \u0645\u0648\u0636\u0648\u0639 TLS<\/p>\n<p>  \u0648\u0638\u06cc\u0641\u0647: \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u0627\u0635\u0644\u06cc (\u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u0642\u0637\u0647 \u0639\u0637\u0641) \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0648\u0636\u0648\u0639 \u06cc\u0627 \u0645\u0648\u0636\u0648\u0639 \u062e\u0627\u0635 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627 \u0648 \u0645\u0631\u0648\u0631\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u062e\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0628\u0644\u0646\u062f\u0645\u062f\u062a\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u0634\u0627\u063a\u0644 \u0634\u062e\u0635\u06cc\u062a\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u06cc\u0627 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u06a9 \u0641\u0646\u0627\u0648\u0631\u06cc \u062e\u0627\u0635\u060c \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<br \/>\n  \u0648\u0631\u0648\u062f\u06cc: \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0627\u062a \u062e\u0628\u0631\u06cc \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0632\u0645\u0627\u0646\u06cc. <\/p>\n<p>  \u0627\u0644\u0641\u0627\u0644\u0641 \u0627\u0644\u0641<\/p>\n<p>\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u0645\u0648\u0636\u0648\u0639\u06cc <\/p>\n<p>  \u0633\u0633 \u0633<\/p>\n<p>\u060c \u0645\u0642\u062f\u0627\u0631\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062a\u0627\u0631\u06cc\u062e \u0648 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f <\/p>\n<p>  \u0644\u0644 \u0644<\/p>\n<p> \u060c \u0645\u0642\u062f\u0627\u0631\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062c\u0645\u0644\u0627\u062a \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f <\/p>\n<p>  \u06a9\u06a9 \u06a9<\/p>\n<p>.<br \/>\n  \u0647\u062f\u0641: <\/p>\n<p>  \u06a9\u06a9 \u06a9<\/p>\n<p> \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u062a\u0627\u0631\u06cc\u062e \u0647\u0627 <\/p>\n<p>  \u062a\u06cc\u062a\u06cco\u0635\u0645\u0646\u062cT_{\u0645\u0648\u0636\u0648\u0639} \u062a\u06cc\u062a\u06cco\u0635\u0645\u0646\u062c\u0631\u0627<\/p>\n<p> \u0648 \u062f\u0631 \u0647\u0631 \u062a\u0627\u0631\u06cc\u062e <\/p>\n<p>  \u06a9\u06a9 \u06a9<\/p>\n<p> \u062c\u0645\u0644\u0627\u062a \u0631\u0627 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc\u060c <\/p>\n<p>  \u0644\u0644 \u0644<\/p>\n<p> \u062a\u0627\u0631\u06cc\u062e \u0647\u0627 \u0648 \u0647\u0631 \u06a9\u062f\u0627\u0645 <\/p>\n<p>  \u06a9\u06a9 \u06a9<\/p>\n<p> \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0631\u062c\u0639 \u0628\u0627 \u062c\u0645\u0644\u0627\u062a <\/p>\n<p>  rr r<\/p>\n<p> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>  \u062a\u06a9\u0646\u06cc\u06a9<\/p>\n<p>LLM-TLS \u0634\u0627\u0645\u0644 \u0647\u0631 \u062f\u0648 \u0631\u0648\u06cc\u062f\u0627\u062f TLS \u0648 \u0645\u0648\u0636\u0648\u0639 TLS \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646\u0647\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u062a\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647.<\/p>\n<p>  \u0631\u0648\u06cc\u062f\u0627\u062f TLS<\/p>\n<p>\u0628\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u062f\u0631 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f:<\/p>\n<p>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646: \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u062a\u0648\u06cc\u06cc\u062a \u062c\u062f\u06cc\u062f \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 24 \u0633\u0627\u0639\u062a \u06af\u0630\u0634\u062a\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631 DB (RETRIEVE) \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0642\u0628\u0644\u0627\u064b \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062e\u0637\u0648\u0637 \u0632\u0645\u0627\u0646\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0632\u0645\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0637\u0648\u0637 (MAPTOTIMELINES)<br \/>\n\u062a\u0639\u06cc\u06cc\u0646 \u0627\u0631\u062a\u0628\u0627\u0637 \u0631\u0648\u06cc\u062f\u0627\u062f: \u0627\u0632 LLM \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u062a\u0648\u06cc\u06cc\u062a \u062c\u062f\u06cc\u062f \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a (ISSAMEEVENT) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0648 \u0627\u06af\u0631 \u0686\u0646\u06cc\u0646 \u0627\u0633\u062a\u060c \u06cc\u06a9 \u0644\u0628\u0647 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<br \/>\n\u0627\u0641\u0632\u0648\u062f\u0646 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646 \u0647\u0627: \u0627\u06af\u0631 \u062a\u0648\u06cc\u06cc\u062a \u062c\u062f\u06cc\u062f \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0645\u0646\u0627\u0633\u0628 \u062a\u0631\u06cc\u0646 \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06af\u0631 \u0647\u06cc\u0686 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u060c \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062c\u062f\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f (\u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc)<br \/>\n\u062e\u0644\u0627\u0635\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc: \u0627\u062c\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0641\u0639\u0644\u06cc (SUMMARY)<\/p>\n<p>  \u0645\u0648\u0636\u0648\u0639 TLS<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u062c\u062f\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u0642\u0637\u0647 \u0639\u0637\u0641 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<p>\u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u06a9\u0644\u06cc\u062f\u0648\u0627\u0698\u0647: \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u0642\u0627\u0644\u0647 \u062c\u062f\u06cc\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u0634\u0648\u062f\u060c LLM \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0648\u0636\u0648\u0639 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f (KEYWORDEVENTSUM)<br \/>\n\u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f: \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0628\u0627\u0647\u062a \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f (RETRIEVE \u0648 ISSAMEEVENT)<br \/>\n\u0633\u0627\u062e\u062a \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc: \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u0648 \u0627\u06cc\u062c\u0627\u062f \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u062e\u0648\u0634\u0647 \u0647\u0627\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 (RANKCLUSTERS \u0648 SORTBYTIME)<\/p>\n<p>  \u0622\u0632\u0645\u0627\u06cc\u0634<\/p>\n<p>\u0645\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0631\u0648\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f LLM-TLS \u062f\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f TLS \u0648 \u0645\u0648\u0636\u0648\u0639 TLS \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645.<\/p>\n<p>\u0631\u0648\u06cc\u062f\u0627\u062f TLS: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0648\u06cc\u06cc\u062a \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 CrisisLTLSum. LLM-TLS \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632 F1 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u062f.<\/p>\n<p>\u0645\u0648\u0636\u0648\u0639 TLS: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0646\u0642\u0637\u0647 \u0639\u0637\u0641 \u0645\u0642\u0627\u0644\u0647 \u062e\u0628\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc T17\u060c CRISIS \u0648 ENTITIES. LLM-TLS \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0627\u0631\u06cc\u062e (\u0646\u0645\u0631\u0647 Date-F1) \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f (\u0634\u06a9\u0644 5)<\/p>\n<p>\u062c\u062f\u0648\u0644 3 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u067e\u0633 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647) \u0648 \u062c\u0647\u0627\u0646\u06cc (\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u067e\u0633 \u0627\u0632 \u0647\u0645\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627) \u0631\u0627 \u062f\u0631 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f. Global Recall \u0628\u0627\u0644\u0627\u060c \u0627\u0645\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f. \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06af\u0641\u062a \u06a9\u0647 Retrieval \u0645\u0648\u062b\u0631 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0631\u0627 \u062d\u062f\u0648\u062f 80 \u062f\u0631\u0635\u062f \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 F1 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f.\u062c\u062f\u0648\u0644 4 \u0646\u062a\u0627\u06cc\u062c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0645\u06cc \u062e\u0644\u0627\u0635\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0631\u0648\u0634 GPT-4 \u0648 Llama-3 \u062f\u0631 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u0648\u0631\u0627\u06a9\u0644 \u0627\u0633\u062a (\u062e\u0644\u0627\u0635\u0647 \u0641\u0647\u0631\u0633\u062a \u0645\u0642\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0632 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc)\u060c \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0647\u0645 \u0645\u0624\u062b\u0631 \u0627\u0633\u062a.<\/p>\n<p>\u0634\u06a9\u0644 3 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0627\u0632 \u062a\u0623\u062b\u06cc\u0631 \u062a\u0639\u062f\u0627\u062f \u062a\u0627\u0631\u06cc\u062e \u0647\u0627 \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0647 \u062a\u0627\u0631\u06cc\u062e[Ghalandar2020]\u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f \u062a\u0627\u0631\u06cc\u062e \u0647\u0627\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f\u060c \u0627\u0645\u0627 LLM-TLS \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u062b\u0628\u062a \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u062d\u062a\u06cc \u062f\u0631 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>  \u0627\u062c\u0631\u0627<\/p>\n<p>\u0645\u0627 \u0627\u062c\u0631\u0627\u06cc \u0631\u0633\u0645\u06cc \u0645\u0648\u0636\u0648\u0639 TLS \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 1: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/preprocess_articles.py<\/p>\n<p>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0634\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u0639\u0646\u0648\u0627\u0646\u060c \u062a\u0627\u0631\u06cc\u062e \u0627\u0646\u062a\u0634\u0627\u0631\u060c \u062c\u0645\u0644\u0647 \u0648 \u0645\u0647\u0631 \u0632\u0645\u0627\u0646\u06cc \u0645\u0642\u0627\u0644\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a JSON \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 2: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/generate_events.py<\/p>\n<p>\u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062f\u0631 \u0647\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0647\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u0627\u0644\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f. \u067e\u0633 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0639\u0644\u0627\u0646 \u062e\u0644\u0627\u0635\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u06a9\u0644\u06cc\u062f \u0627\u0632 \u067e\u06cc\u0634 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 (KEYWORDEVENTSUM) \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 3: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/generate_clusters.py<\/p>\n<p>\u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 (\u0645\u0642\u0627\u0644\u0627\u062a) \u0631\u0627 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0631\u062f\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc (RETRIEVE) N \u0631\u0648\u06cc\u062f\u0627\u062f \u0628\u0631\u062a\u0631 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0631\u0648\u06cc\u062f\u0627\u062f \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647 \u0628\u0647\u200c\u062f\u0633\u062a\u200c\u0622\u0645\u062f\u0647\u060c \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0639\u0636\u0648\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 LLM \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631\u060c \u0648 \u0627\u06af\u0631 \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f\u060c \u06cc\u06a9 \u06cc\u0627\u0644 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f (ISSAMEEVENT).\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0628\u0647 DB (ADDTODATABASE) \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 4: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/cluster_tls_eval.py<\/p>\n<p>\u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f. \u0631\u0648\u0627\u0628\u0637 \u062f\u0631\u0648\u0646 \u062e\u0648\u0634\u0647\u200c\u0647\u0627\u060c \u06a9\u06cc\u0641\u06cc\u062a \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627 \u0648 \u062f\u0642\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0642\u062a\u060c \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc\u060c \u0627\u0645\u062a\u06cc\u0627\u0632 F1 \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632 ROUGE \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0627\u062e\u0635\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<div data-article-id=\"1980130\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%AF%D9%84%DB%8C%D9%84_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8\" >\u062f\u0644\u06cc\u0644 \u0627\u0646\u062a\u062e\u0627\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%D8%A7%D8%AC%D9%85%D8%A7%D9%84%DB%8C\" >\u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#LLM-TLS_%D8%AE%D9%84%D8%A7%D8%B5%D9%87_%D8%AE%D8%B7_%D8%B2%D9%85%D8%A7%D9%86%DB%8C\" >LLM-TLS (\u062e\u0644\u0627\u0635\u0647 \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%AA%DA%A9%D9%84%DB%8C%D9%81\" >\u062a\u06a9\u0644\u06cc\u0641<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%B1%D9%88%DB%8C%D8%AF%D8%A7%D8%AF_TLS\" >\u0631\u0648\u06cc\u062f\u0627\u062f TLS<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D9%85%D9%88%D8%B6%D9%88%D8%B9_TLS\" >\u0645\u0648\u0636\u0648\u0639 TLS<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%AA%DA%A9%D9%86%DB%8C%DA%A9\" >\u062a\u06a9\u0646\u06cc\u06a9<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%B1%D9%88%DB%8C%D8%AF%D8%A7%D8%AF_TLS-2\" >\u0631\u0648\u06cc\u062f\u0627\u062f TLS<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D9%85%D9%88%D8%B6%D9%88%D8%B9_TLS-2\" >\u0645\u0648\u0636\u0648\u0639 TLS<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4\" >\u0622\u0632\u0645\u0627\u06cc\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/from-moments-to-milestones-incremental-timeline-summarization-leveraging-large-language-models-4f7l\/#%D8%A7%D8%AC%D8%B1%D8%A7\" >\u0627\u062c\u0631\u0627<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D9%84%DB%8C%D9%84_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8\"><\/span>\n<p>  \u062f\u0644\u06cc\u0644 \u0627\u0646\u062a\u062e\u0627\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0648\u06cc\u0647 ACL2024 \u062a\u0635\u0648\u06cc\u0628 \u0634\u062f. \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0645\u0644\u06cc \u0633\u0646\u06af\u0627\u067e\u0648\u0631<\/p>\n<p>\u0645\u0642\u0627\u0644\u0647: https:\/\/aclanthology.org\/2024.acl-long.390\/<br \/>\u06a9\u062f: https:\/\/github.com\/nusnlp\/LLM-TLS<\/p>\n<p>\u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0634\u0628\u06cc\u0647 RAG \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062a\u0641\u0627\u0648\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 Retrieval \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u062f\u0627\u0646\u0634 LLM (\u0646\u0647 \u0641\u0642\u0637 \u062c\u0627\u0633\u0627\u0632\u06cc) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0646\u0642\u0634 LLM \u062f\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631\u060c \u0634\u0628\u0647 \u0627\u0648\u0631\u0627\u06a9\u0644 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0645\u0634\u062e\u0635 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0628\u0627 \u0686\u0646\u062f \u0634\u0627\u062a \u0645\u0639\u0645\u0648\u0644\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%D8%A7%D8%AC%D9%85%D8%A7%D9%84%DB%8C\"><\/span>\n<p>  \u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3010\u0645\u0633\u0627\u0626\u0644 \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u3011<br \/>\u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u0645\u062f\u0631\u0646 \u06a9\u0647 \u0631\u0648\u0632\u0627\u0646\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0645\u062a\u0646 (\u0645\u0627\u0646\u0646\u062f \u0645\u0642\u0627\u0644\u0627\u062a \u062e\u0628\u0631\u06cc \u0648 \u067e\u0633\u062a \u0647\u0627\u06cc \u0631\u0633\u0627\u0646\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc) \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631\u06a9 \u0633\u0631\u06cc\u0639 \u062a\u062d\u0648\u0644\u0627\u062a \u062f\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u0647\u0645 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a. \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0627\u0636\u0637\u0631\u0627\u0631\u06cc\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n[\u0645\u0633\u0626\u0644\u0647 \u0641\u0646\u06cc]\u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0633\u062a\u0644\u0632\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0645\u062a\u0646 \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0631\u0633\u0648\u0645 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u062d\u062f\u0648\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0627\u0646\u062c\u0627\u0645 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u06cc \u0647\u0631 \u062f\u0648 \u0631\u0627 \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0647\u06cc\u0686 \u0631\u0627\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u062f\u06cc\u062f \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u062f \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a.<\/p>\n<p>\u3010\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u3011<br \/>\u0645\u0627 LLM-TSL \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645\u060c \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u06a9\u0647 \u0628\u0627 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0627\u0632 \u0645\u062a\u0646 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0634\u0628\u0647 \u0627\u0648\u0631\u0627\u06a9\u0644 (\u06a9\u0647 \u0631\u0627\u0647\u200c\u062d\u0644 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u06af\u0646\u062c\u0627\u0646\u062f\u0646 \u06cc\u0627 \u0646\u0628\u0648\u062f\u0646 \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u062e\u0648\u0634\u0647 \u062e\u0627\u0635 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f)\u060c \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0645\u0632\u0645\u0627\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0648 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<p>\u3010\u0627\u062b\u0631\u3011<br \/>LLM-TLS \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0686\u0647\u0627\u0631 \u0645\u0639\u06cc\u0627\u0631 TLS \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"LLM-TLS_%D8%AE%D9%84%D8%A7%D8%B5%D9%87_%D8%AE%D8%B7_%D8%B2%D9%85%D8%A7%D9%86%DB%8C\"><\/span>\n<p>  LLM-TLS (\u062e\u0644\u0627\u0635\u0647 \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%DA%A9%D9%84%DB%8C%D9%81\"><\/span>\n<p>  \u062a\u06a9\u0644\u06cc\u0641<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0641\u0631\u0645\u0648\u0644 \u0645\u0634\u06a9\u0644 Event TLS \u0627\u0633\u062a[Faghihi2022]\u3001\u0645\u0648\u0636\u0648\u0639 TLS[Ghalandari2020]\u0647\u0645\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%DB%8C%D8%AF%D8%A7%D8%AF_TLS\"><\/span>\n<p>  \u0631\u0648\u06cc\u062f\u0627\u062f TLS<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul>\n<li>    \u0648\u0638\u0627\u06cc\u0641: \u067e\u06cc\u0634\u0631\u0641\u062a \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062e\u0627\u0635 \u0631\u0627 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u062a\u0648\u0627\u0644\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u062c\u0645\u06cc\u0639 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u06a9\u0648\u062a\u0627\u0647 \u062f\u0627\u0631\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0628\u0644\u0627\u06cc\u0627 \u0648 \u0634\u0631\u0627\u06cc\u0637 \u0628\u062d\u0631\u0627\u0646\u06cc \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u0627\u062e\u0628\u0627\u0631 \u0641\u0648\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/li>\n<li>  \u0648\u0631\u0648\u062f\u06cc: \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u06a9\u0647 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0632\u0645\u0627\u0646\u06cc \u0645\u0631\u062a\u0628 \u0634\u062f\u0647\u200c\u0627\u0646\u062f <link rel=\"stylesheet\" href=\"https:\/\/dev.to\/assets\/katex-e2c941bc70d758b1651b592985b41c97281f578aa1cd647c66152eebf4fe0a69.css\"\/>\n<p><span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u0627\u0633<\/mi><mo>=<\/mo><mrow><msub><mi>\u062a\u06cc<\/mi><mn>1<\/mn><\/msub><mo separator=\"true\">\u060c<\/mo><msub><mi>\u062a\u06cc<\/mi><mn>2<\/mn><\/msub><mo separator=\"true\">\u060c<\/mo><mo>\u2026<\/mo><mo separator=\"true\">\u060c<\/mo><msub><mi>\u062a\u06cc<\/mi><mi>n<\/mi><\/msub><\/mrow><\/mrow><annotation encoding=\"application\/x-tex\">S = {t_1,t_2,\u2026,t_n } <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6833em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.05764em;\">\u0627\u0633<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"\/><span class=\"mrel\">=<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"\/><\/span><span class=\"base\"><span class=\"strut\" style=\"height:0.8095em;vertical-align:-0.1944em;\"\/><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathnormal\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.3011em;\"><span style=\"top:-2.55em;margin-left:0em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">\u060c<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"mord\"><span class=\"mord mathnormal\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.3011em;\"><span style=\"top:-2.55em;margin-left:0em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">\u060c<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"minner\">\u2026<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"mpunct\">\u060c<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"mord\"><span class=\"mord mathnormal\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.1514em;\"><span style=\"top:-2.55em;margin-left:0em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u060c \u0648 \u0627\u06cc\u0646\u0647\u0627 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u062e\u0637\u0648\u0637 \u0632\u0645\u0627\u0646\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>  \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646 (\u0648\u0638\u06cc\u0641\u0647 1): \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><msub><mi>\u062a\u06cc<\/mi><mrow><mi>\u0647<\/mi><mi>v<\/mi><mi>\u0647<\/mi><mi>n<\/mi><mi>\u062a\u06cc<\/mi><\/mrow><\/msub><mo>=<\/mo><mrow><msub><mi>\u062a\u06cc<\/mi><mn>1<\/mn><\/msub><mo separator=\"true\">\u060c<\/mo><msub><mi>\u062a\u06cc<\/mi><mn>2<\/mn><\/msub><mo separator=\"true\">\u060c<\/mo><mo>\u2026<\/mo><mo separator=\"true\">\u060c<\/mo><msub><mi>\u062a\u06cc<\/mi><mi>\u0645\u062a\u0631<\/mi><\/msub><\/mrow><\/mrow><annotation encoding=\"application\/x-tex\">T_{\u0631\u0648\u06cc\u062f\u0627\u062f} = { T_1,T_2,\u2026,T_m } <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.8333em;vertical-align:-0.15em;\"\/><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right:0.13889em;\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.2806em;\"><span style=\"top:-2.55em;margin-left:-0.1389em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">\u0647<\/span><span class=\"mord mathnormal mtight\" style=\"margin-right:0.03588em;\">v<\/span><span class=\"mord mathnormal mtight\">\u0647<\/span><span class=\"mord mathnormal mtight\">n<\/span><span class=\"mord mathnormal mtight\">\u062a\u06cc<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"\/><span class=\"mrel\">=<\/span><span class=\"mspace\" style=\"margin-right:0.2778em;\"\/><\/span><span class=\"base\"><span class=\"strut\" style=\"height:0.8778em;vertical-align:-0.1944em;\"\/><span class=\"mord\"><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right:0.13889em;\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.3011em;\"><span style=\"top:-2.55em;margin-left:-0.1389em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">\u060c<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right:0.13889em;\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.3011em;\"><span style=\"top:-2.55em;margin-left:-0.1389em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">\u060c<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"minner\">\u2026<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"mpunct\">\u060c<\/span><span class=\"mspace\" style=\"margin-right:0.1667em;\"\/><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right:0.13889em;\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.1514em;\"><span style=\"top:-2.55em;margin-left:-0.1389em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">\u0645\u062a\u0631<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u062a\u0642\u0633\u06cc\u0645 \u0628\u0647. \u0647\u0631 \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><msub><mi>\u062a\u06cc<\/mi><mi>\u0645\u0646<\/mi><\/msub><mtext>\u0631\u0627<\/mtext><\/mrow><annotation encoding=\"application\/x-tex\">T_i <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.8333em;vertical-align:-0.15em;\"\/><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right:0.13889em;\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.3117em;\"><span style=\"top:-2.55em;margin-left:-0.1389em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">\u0645\u0646<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.15em;\"><span\/><\/span><\/span><\/span><\/span><\/span><span class=\"mord\">\u0631\u0627<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u062d\u0627\u0648\u06cc \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0627\u0633\u062a.<\/li>\n<li>  \u062e\u0644\u0627\u0635\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc (\u0648\u0638\u06cc\u0641\u06472): \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0631 \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0645\u0646\u0639\u06a9\u0633 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062e\u0644\u0627\u0635\u0647 \u0647\u0627 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062e\u0644\u0627\u0635\u0647 \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%B6%D9%88%D8%B9_TLS\"><\/span>\n<p>  \u0645\u0648\u0636\u0648\u0639 TLS<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul>\n<li>  \u0648\u0638\u06cc\u0641\u0647: \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0628\u0644\u0646\u062f \u0645\u062f\u062a \u0627\u0635\u0644\u06cc (\u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u0642\u0637\u0647 \u0639\u0637\u0641) \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0648\u0636\u0648\u0639 \u06cc\u0627 \u0645\u0648\u0636\u0648\u0639 \u062e\u0627\u0635 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627 \u0648 \u0645\u0631\u0648\u0631\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u062e\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0628\u0644\u0646\u062f\u0645\u062f\u062a\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u0634\u0627\u063a\u0644 \u0634\u062e\u0635\u06cc\u062a\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u06cc\u0627 \u062a\u06a9\u0627\u0645\u0644 \u06cc\u06a9 \u0641\u0646\u0627\u0648\u0631\u06cc \u062e\u0627\u0635\u060c \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/li>\n<li>  \u0648\u0631\u0648\u062f\u06cc: \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0627\u062a \u062e\u0628\u0631\u06cc \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0632\u0645\u0627\u0646\u06cc.<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u0627\u0644\u0641<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u0627\u0644\u0641 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6833em;\"\/><span class=\"mord mathnormal\">\u0627\u0644\u0641<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p>\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u0645\u0648\u0636\u0648\u0639\u06cc<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u0633<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u0633 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.8778em;vertical-align:-0.1944em;\"\/><span class=\"mord mathnormal\">\u0633<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p>\u060c \u0645\u0642\u062f\u0627\u0631\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062a\u0627\u0631\u06cc\u062e \u0648 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u0644<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u0644 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6944em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.01968em;\">\u0644<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u060c \u0645\u0642\u062f\u0627\u0631\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062c\u0645\u0644\u0627\u062a \u062f\u0631 \u062a\u0627\u0631\u06cc\u062e \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u06a9<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u06a9 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6944em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.03148em;\">\u06a9<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p>.<\/li>\n<li>  \u0647\u062f\u0641:<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u06a9<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u06a9 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6944em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.03148em;\">\u06a9<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u062a\u0627\u0631\u06cc\u062e \u0647\u0627<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><msub><mi>\u062a\u06cc<\/mi><mrow><mi>\u062a\u06cc<\/mi><mi>o<\/mi><mi>\u0635<\/mi><mi>\u0645\u0646<\/mi><mi>\u062c<\/mi><\/mrow><\/msub><\/mrow><annotation encoding=\"application\/x-tex\">T_{\u0645\u0648\u0636\u0648\u0639} <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.9694em;vertical-align:-0.2861em;\"\/><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right:0.13889em;\">\u062a\u06cc<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.3117em;\"><span style=\"top:-2.55em;margin-left:-0.1389em;margin-right:0.05em;\"><span class=\"pstrut\" style=\"height:2.7em;\"\/><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">\u062a\u06cc<\/span><span class=\"mord mathnormal mtight\">o<\/span><span class=\"mord mathnormal mtight\">\u0635<\/span><span class=\"mord mathnormal mtight\">\u0645\u0646<\/span><span class=\"mord mathnormal mtight\">\u062c<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u0631\u0627<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height:0.2861em;\"><span\/><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u0648 \u062f\u0631 \u0647\u0631 \u062a\u0627\u0631\u06cc\u062e<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u06a9<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u06a9 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6944em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.03148em;\">\u06a9<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u062c\u0645\u0644\u0627\u062a \u0631\u0627 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc\u060c<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u0644<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u0644 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6944em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.01968em;\">\u0644<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u062a\u0627\u0631\u06cc\u062e \u0647\u0627 \u0648 \u0647\u0631 \u06a9\u062f\u0627\u0645<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u06a9<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">\u06a9 <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.6944em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.03148em;\">\u06a9<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0631\u062c\u0639 \u0628\u0627 \u062c\u0645\u0644\u0627\u062a<br \/>\n<span class=\"katex-element\"><br \/>\n  <span class=\"katex\"><span class=\"katex-mathml\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>r<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">r <\/annotation><\/semantics><\/math><\/span><span class=\"katex-html\" aria-hidden=\"true\"><span class=\"base\"><span class=\"strut\" style=\"height:0.4306em;\"\/><span class=\"mord mathnormal\" style=\"margin-right:0.02778em;\">r<\/span><\/span><\/span><\/span><br \/>\n<\/span><\/p>\n<p> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%DA%A9%D9%86%DB%8C%DA%A9\"><\/span>\n<p>  \u062a\u06a9\u0646\u06cc\u06a9<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>LLM-TLS \u0634\u0627\u0645\u0644 \u0647\u0631 \u062f\u0648 \u0631\u0648\u06cc\u062f\u0627\u062f TLS \u0648 \u0645\u0648\u0636\u0648\u0639 TLS \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646\u0647\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u062a\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%DB%8C%D8%AF%D8%A7%D8%AF_TLS-2\"><\/span>\n<p>  \u0631\u0648\u06cc\u062f\u0627\u062f TLS<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><\/p>\n<p>\u0628\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u062f\u0631 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f:<\/p>\n<ul>\n<li>\n<p>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646: \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u062a\u0648\u06cc\u06cc\u062a \u062c\u062f\u06cc\u062f \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062a\u0648\u06cc\u06cc\u062a \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 24 \u0633\u0627\u0639\u062a \u06af\u0630\u0634\u062a\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631 DB (RETRIEVE) \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0642\u0628\u0644\u0627\u064b \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062e\u0637\u0648\u0637 \u0632\u0645\u0627\u0646\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0632\u0645\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0637\u0648\u0637 (MAPTOTIMELINES)<\/p>\n<\/li>\n<li>\n<p>\u062a\u0639\u06cc\u06cc\u0646 \u0627\u0631\u062a\u0628\u0627\u0637 \u0631\u0648\u06cc\u062f\u0627\u062f: \u0627\u0632 LLM \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u062a\u0648\u06cc\u06cc\u062a \u062c\u062f\u06cc\u062f \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a (ISSAMEEVENT) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0648 \u0627\u06af\u0631 \u0686\u0646\u06cc\u0646 \u0627\u0633\u062a\u060c \u06cc\u06a9 \u0644\u0628\u0647 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0641\u0632\u0648\u062f\u0646 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646 \u0647\u0627: \u0627\u06af\u0631 \u062a\u0648\u06cc\u06cc\u062a \u062c\u062f\u06cc\u062f \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0645\u0646\u0627\u0633\u0628 \u062a\u0631\u06cc\u0646 \u062a\u0627\u06cc\u0645 \u0644\u0627\u06cc\u0646 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06af\u0631 \u0647\u06cc\u0686 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u060c \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062c\u062f\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f (\u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc)<\/p>\n<\/li>\n<li>\n<p>\u062e\u0644\u0627\u0635\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc: \u0627\u062c\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0641\u0639\u0644\u06cc (SUMMARY)<\/p>\n<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%B6%D9%88%D8%B9_TLS-2\"><\/span>\n<p>  \u0645\u0648\u0636\u0648\u0639 TLS<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2qn2rkbqred5pp9yw2bh.png\" alt=\"al2\" loading=\"lazy\" width=\"462\" height=\"863\" title=\"\"><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u062c\u062f\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u0642\u0637\u0647 \u0639\u0637\u0641 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\n<p>\u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u06a9\u0644\u06cc\u062f\u0648\u0627\u0698\u0647: \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u0642\u0627\u0644\u0647 \u062c\u062f\u06cc\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u0634\u0648\u062f\u060c LLM \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0648\u0636\u0648\u0639 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f (KEYWORDEVENTSUM)<\/p>\n<\/li>\n<li>\n<p>\u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f: \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0628\u0627\u0647\u062a \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f (RETRIEVE \u0648 ISSAMEEVENT)<\/p>\n<\/li>\n<li>\n<p>\u0633\u0627\u062e\u062a \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc: \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u0648 \u0627\u06cc\u062c\u0627\u062f \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u062e\u0648\u0634\u0647 \u0647\u0627\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 (RANKCLUSTERS \u0648 SORTBYTIME)<\/p>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4\"><\/span>\n<p>  \u0622\u0632\u0645\u0627\u06cc\u0634<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0631\u0648\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f LLM-TLS \u062f\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f TLS \u0648 \u0645\u0648\u0636\u0648\u0639 TLS \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645.<\/p>\n<p>\u0631\u0648\u06cc\u062f\u0627\u062f TLS: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0648\u06cc\u06cc\u062a \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 CrisisLTLSum. LLM-TLS \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632 F1 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fazz1wtgui8921dkuxpqj.png\" alt=\"\u0634\u06a9\u0644 5\" loading=\"lazy\" width=\"800\" height=\"260\" title=\"\"><\/p>\n<p>\u0645\u0648\u0636\u0648\u0639 TLS: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0637 \u0632\u0645\u0627\u0646\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f \u0646\u0642\u0637\u0647 \u0639\u0637\u0641 \u0645\u0642\u0627\u0644\u0647 \u062e\u0628\u0631\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc T17\u060c CRISIS \u0648 ENTITIES. LLM-TLS \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0627\u0631\u06cc\u062e (\u0646\u0645\u0631\u0647 Date-F1) \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f (\u0634\u06a9\u0644 5)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fq79qk0g5an1q6ribxhbu.png\" alt=\"tb3\u060c4\" loading=\"lazy\" width=\"625\" height=\"704\" title=\"\"><\/p>\n<p>\u062c\u062f\u0648\u0644 3 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u067e\u0633 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648 \u0628\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647) \u0648 \u062c\u0647\u0627\u0646\u06cc (\u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u067e\u0633 \u0627\u0632 \u0647\u0645\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627) \u0631\u0627 \u062f\u0631 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f. Global Recall \u0628\u0627\u0644\u0627\u060c \u0627\u0645\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f. \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06af\u0641\u062a \u06a9\u0647 Retrieval \u0645\u0648\u062b\u0631 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0631\u0627 \u062d\u062f\u0648\u062f 80 \u062f\u0631\u0635\u062f \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 F1 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f.<br \/>\u062c\u062f\u0648\u0644 4 \u0646\u062a\u0627\u06cc\u062c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0645\u06cc \u062e\u0644\u0627\u0635\u0647 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0631\u0648\u0634 GPT-4 \u0648 Llama-3 \u062f\u0631 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u0648\u0631\u0627\u06a9\u0644 \u0627\u0633\u062a (\u062e\u0644\u0627\u0635\u0647 \u0641\u0647\u0631\u0633\u062a \u0645\u0642\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0632 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc)\u060c \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0647\u0645 \u0645\u0624\u062b\u0631 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F97csdmncjnn0ugvycnjx.png\" alt=\"\u0634\u06a9\u0644 3\" loading=\"lazy\" width=\"583\" height=\"462\" title=\"\"><\/p>\n<p>\u0634\u06a9\u0644 3 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0627\u0632 \u062a\u0623\u062b\u06cc\u0631 \u062a\u0639\u062f\u0627\u062f \u062a\u0627\u0631\u06cc\u062e \u0647\u0627 \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0647 \u062a\u0627\u0631\u06cc\u062e[Ghalandar2020]\u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u0639\u062f\u0627\u062f \u062a\u0627\u0631\u06cc\u062e \u0647\u0627\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f\u060c \u0627\u0645\u0627 LLM-TLS \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u062b\u0628\u062a \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u062d\u062a\u06cc \u062f\u0631 \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7\"><\/span>\n<p>  \u0627\u062c\u0631\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0627\u062c\u0631\u0627\u06cc \u0631\u0633\u0645\u06cc \u0645\u0648\u0636\u0648\u0639 TLS \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 1: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/preprocess_articles.py<\/p>\n<p>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0634\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u0639\u0646\u0648\u0627\u0646\u060c \u062a\u0627\u0631\u06cc\u062e \u0627\u0646\u062a\u0634\u0627\u0631\u060c \u062c\u0645\u0644\u0647 \u0648 \u0645\u0647\u0631 \u0632\u0645\u0627\u0646\u06cc \u0645\u0642\u0627\u0644\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a JSON \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 2: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/generate_events.py<\/p>\n<p>\u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062f\u0631 \u0647\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0647\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u0627\u0644\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f. \u067e\u0633 \u0627\u0632 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0639\u0644\u0627\u0646 \u062e\u0644\u0627\u0635\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u06a9\u0644\u06cc\u062f \u0627\u0632 \u067e\u06cc\u0634 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 (KEYWORDEVENTSUM) \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 3: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/generate_clusters.py<\/p>\n<p>\u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 (\u0645\u0642\u0627\u0644\u0627\u062a) \u0631\u0627 \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0628\u0631\u062f\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc (RETRIEVE) N \u0631\u0648\u06cc\u062f\u0627\u062f \u0628\u0631\u062a\u0631 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u062c\u062f\u06cc\u062f \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0631\u0648\u06cc\u062f\u0627\u062f \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647 \u0628\u0647\u200c\u062f\u0633\u062a\u200c\u0622\u0645\u062f\u0647\u060c \u0627\u0632 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0639\u0636\u0648\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 LLM \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f \u06cc\u0627 \u062e\u06cc\u0631\u060c \u0648 \u0627\u06af\u0631 \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f\u060c \u06cc\u06a9 \u06cc\u0627\u0644 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f (ISSAMEEVENT).<br \/>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0628\u0647 DB (ADDTODATABASE) \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 4: https:\/\/github.com\/nusnlp\/LLM-TLS\/blob\/main\/topicTLS\/cluster_tls_eval.py<\/p>\n<p>\u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062c\u062f\u0648\u0644 \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f. \u0631\u0648\u0627\u0628\u0637 \u062f\u0631\u0648\u0646 \u062e\u0648\u0634\u0647\u200c\u0647\u0627\u060c \u06a9\u06cc\u0641\u06cc\u062a \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627 \u0648 \u062f\u0642\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0642\u062a\u060c \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc\u060c \u0627\u0645\u062a\u06cc\u0627\u0632 F1 \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632 ROUGE \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0627\u062e\u0635\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Summarize this content to 400 words in Persian Lang \u062f\u0644\u06cc\u0644 \u0627\u0646\u062a\u062e\u0627\u0628 \u0631\u0648\u06cc\u0647 ACL2024 \u062a\u0635\u0648\u06cc\u0628 \u0634\u062f. \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0645\u0644\u06cc \u0633\u0646\u06af\u0627\u067e\u0648\u0631 \u0645\u0642\u0627\u0644\u0647: https:\/\/aclanthology.org\/2024.acl-long.390\/\u06a9\u062f: https:\/\/github.com\/nusnlp\/LLM-TLS \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0634\u0628\u06cc\u0647 RAG \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062a\u0641\u0627\u0648\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 Retrieval \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u062f\u0627\u0646\u0634 LLM (\u0646\u0647 \u0641\u0642\u0637 \u062c\u0627\u0633\u0627\u0632\u06cc) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0646\u0642\u0634 LLM \u062f\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":78713,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-78712","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/78712","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=78712"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/78712\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/78713"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=78712"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=78712"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=78712"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}