{"id":228064,"date":"2025-11-04T07:51:09","date_gmt":"2025-11-04T08:51:09","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2208-08408\/"},"modified":"2025-11-04T07:51:09","modified_gmt":"2025-11-04T08:51:09","slug":"2208-08408","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2208-08408\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc"},"content":{"rendered":"<div style=\"background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 30px; border-radius: 15px; color: white; margin-bottom: 30px;\">\n<h2 style=\"color: white; text-align: center; margin-bottom: 20px;\">\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc<\/h2>\n<\/p><\/div>\n<table class=\"paper-info-table\" border=\"1\" cellpadding=\"10\" cellspacing=\"0\" style=\"width: 100%; margin-bottom: 20px; border-collapse: collapse; direction: rtl;\">\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right; width: 35%;\">\u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa; font-weight: bold;\">\u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646<\/th>\n<td style=\"text-align: right; background-color: #ffffff;\">Yanjun Gao, Dmitriy Dligach, Timothy Miller, Dongfang Xu, Matthew M. Churpek, Majid Afshar<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0639\u0644\u0645\u06cc<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa;\">Computation and Language,Artificial Intelligence<\/td>\n<\/tr>\n<\/table>\n<div style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n  <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83d\udcd8 \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/h2>\r\n  <ul style=\"list-style-type: \u2705; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    <li>\u0634\u0627\u0645\u0644 <strong>\u0641\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0645\u0642\u0627\u0644\u0647 (PDF \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc)<\/strong><\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0641\u0627\u06cc\u0644 PDF \u062a\u0648\u0636\u06cc\u062d \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0627 \u0628\u06cc\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0646<\/li>\r\n    <li>\u062f\u0627\u0631\u0627\u06cc <strong>\u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u062a\u0648\u0636\u06cc\u062d \u06a9\u0627\u0645\u0644 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n  <\/ul>\r\n  <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\">\r\n    \ud83c\udfaf \u0647\u0645\u0647\u200c\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0628\u0627 \u0647\u062f\u0641 \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0644\u0645\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.\r\n  <\/p>\r\n  <p style=\"font-size: 16px; line-height: 1.8;\">\r\n    \u0686\u0646\u0627\u0646\u0686\u0647 \u062f\u0631 <strong>\u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627<\/strong> \u0628\u0627 \u0645\u0634\u06a9\u0644\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \r\n    <strong>09395106248<\/strong> \u06cc\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645 \r\n    <strong>@ma_limbs<\/strong> \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0641\u0648\u0631\u0627\u064b \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0645\u062c\u062f\u062f\u0627\u064b \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.\r\n  <\/p>\r\n<\/div>\r\n\n<article class=\"violin-complex-pieces\" style=\"font-family: 'Vazirmatn', sans-serif;color: #2E2E2E;line-height: 1.75;max-width: 800px;margin: 40px auto;padding: 30px;background: #FFFFFF;border-radius: 12px;box-shadow: 0 6px 20px rgba(0,0,0,0.05);\">\n<style>\n.violin-complex-pieces h1 { text-align: center; font-size: 2.8rem; color: #1F3A5E; margin-bottom: 24px; }\n.violin-complex-pieces h2 { position: relative; font-size: 1.9rem; color: #243A5E; margin-top: 36px; margin-bottom: 16px; padding-bottom: 6px; }\n.violin-complex-pieces h2::after { content: \"\"; position: absolute; left: 0; bottom: 0; width: 60px; height: 4px; background: linear-gradient(90deg,#4A90E2,#50E3C2); border-radius: 2px; }\n.section-box { background: #F7F9FC; border: 1px solid #E0E4E8; border-radius: 8px; padding: 24px; margin-top: 20px; transition: transform 0.2s, box-shadow 0.2s; }\n.section-box:hover { transform: translateY(-4px); box-shadow: 0 8px 24px rgba(42,77,102,0.1); }\n.section-box p, .section-box ul { margin-bottom: 12px; }\nul { margin-left: 24px; }\nul li { margin-bottom: 8px; }\n.highlight { background: #EAF4FF; color: #1F3A5E; padding: 3px 6px; border-radius: 4px; font-weight: bold; }\n<\/style>\n<h1>\u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647<\/h1>\n<div class='section-box'>\n<h2>\u06f1. \u0645\u0642\u062f\u0645\u0647 \u0648 \u0627\u0647\u0645\u06cc\u062a \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u067e\u0631\u062a\u0644\u0627\u0637\u0645 \u0627\u0645\u0631\u0648\u0632\u060c \u067e\u0632\u0634\u06a9\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u0628\u0627 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0627\u062c\u0647 \u0647\u0633\u062a\u0646\u062f. \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc (Hospital Progress Notes)\u060c \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0631\u0648\u0632\u0627\u0646\u0647 \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645 \u062f\u0631\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u062b\u0628\u062a \u0648\u0636\u0639\u06cc\u062a \u0628\u06cc\u0645\u0627\u0631\u060c \u0631\u0648\u0646\u062f \u062f\u0631\u0645\u0627\u0646\u060c \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062a\u0647\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0645\u0646\u0628\u0639\u06cc \u063a\u0646\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u0647\u0633\u062a\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u06cc\u0627\u062a\u06cc \u0648 \u0645\u0633\u0627\u0626\u0644 \u0627\u0635\u0644\u06cc \u0628\u06cc\u0645\u0627\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0648 \u06af\u0627\u0647\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647\u060c \u06a9\u0627\u0631\u06cc \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 &#8220;\u0628\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc&#8221; (Information Overload) \u0648 &#8220;\u062e\u0633\u062a\u06af\u06cc \u0634\u0646\u0627\u062e\u062a\u06cc&#8221; (Cognitive Overload) \u062f\u0631 \u0645\u06cc\u0627\u0646 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0646\u0647 \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0628\u0644\u06a9\u0647 \u062e\u0637\u0631 \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0646 \u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u0647\u0645 \u0648 \u062a\u0623\u062b\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0628\u0631 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u0631\u0627\u0642\u0628\u062a \u0627\u0632 \u0628\u06cc\u0645\u0627\u0631 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0631\u062f. \u0627\u0647\u0645\u06cc\u062a \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0632\u0645\u0627\u0646\u06cc \u062f\u0648\u0686\u0646\u062f\u0627\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0628\u062f\u0627\u0646\u06cc\u0645 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0646\u06cc\u0632 \u06a9\u0645\u06a9 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062d\u0644 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0628\u0647\u200c\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647\u200c\u06cc \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f2. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u067e\u0698\u0648\u0647\u0634\u06cc \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645\u06cc \u0627\u0632 \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0631\u062c\u0633\u062a\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0634\u0627\u0645\u0644 Yanjun Gao\u060c Dmitriy Dligach\u060c Timothy Miller\u060c Dongfang Xu\u060c Matthew M. Churpek \u0648 Majid Afshar \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0632\u0645\u06cc\u0646\u0647 \u0627\u0635\u0644\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u062a\u0642\u0627\u0637\u0639 \u062f\u0648 \u062d\u0648\u0632\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f: <strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u0632\u0628\u0627\u0646<\/strong> (Computation and Language) \u0648 <strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> (Artificial Intelligence). \u0627\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u062a\u062e\u0635\u0635\u06cc\u060c \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646 (\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0632\u0628\u0627\u0646 \u0628\u0627\u0644\u06cc\u0646\u06cc) \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u062d\u0644 \u06a9\u0646\u0646\u062f. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0648\u0632\u0647 \u067e\u0632\u0634\u06a9\u06cc\u060c \u062a\u0644\u0627\u0634 \u062f\u0627\u0631\u0646\u062f \u062a\u0627 \u0634\u06a9\u0627\u0641 \u0628\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0622\u0646 \u062f\u0631 \u0628\u0647\u0628\u0648\u062f \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u0631\u0627 \u067e\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f3. \u0686\u06a9\u06cc\u062f\u0647 \u0648 \u062e\u0644\u0627\u0635\u0647 \u0645\u062d\u062a\u0648\u0627<\/h2>\n<p>\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0627\u0635\u0644\u06cc \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0631\u0648\u0632\u0627\u0646\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0627\u0633\u062a. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0645\u0639\u062a\u0642\u062f\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0628\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0645\u0648\u062c\u0648\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u0645\u06a9 \u0628\u0647 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u06a9\u0645\u06a9 \u0634\u0627\u06cc\u0627\u0646\u06cc \u0646\u0645\u0627\u06cc\u062f. \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0644\u06cc\u0633\u062a \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0645\u062f\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0644\u06cc\u0646\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0627\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634\u060c \u06cc\u06a9 \u0648\u0638\u06cc\u0641\u0647 \u062c\u062f\u06cc\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u062a\u0648\u0644\u06cc\u062f \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0631\u0627\u0642\u0628\u062a \u0631\u0648\u0632\u0627\u0646\u0647\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u067e\u0632\u0634\u06a9 \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0628\u0633\u062a\u0631\u06cc \u0627\u0633\u062a. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0648 \u0645\u062f\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc (seq2seq) \u0628\u0647 \u0646\u0627\u0645\u200c\u0647\u0627\u06cc <strong>T5<\/strong> \u0648 <strong>BART<\/strong> \u0631\u0627 \u062f\u0631 \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631\u060c \u06cc\u06a9 \u067e\u06cc\u06a9\u0631\u0647 (corpus) \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0639\u0645\u0648\u0645 <strong>MIMIC-III<\/strong> (Medical Information Mart for Intensive Care) \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc T5 \u0648 BART \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0631 \u0631\u0648\u06cc \u0645\u062a\u0648\u0646 \u0639\u0645\u0648\u0645\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0646\u0638\u06cc\u0631 <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647<\/strong> (data augmentation) \u0648 <strong>\u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062a\u0637\u0628\u06cc\u0642\u06cc \u062f\u0627\u0645\u0646\u0647<\/strong> (domain adaptation pre-training) \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0648\u0627\u062c\u0647\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0627 \u0648\u0627\u0698\u06af\u0627\u0646 \u0648 \u062f\u0627\u0646\u0634 \u067e\u0632\u0634\u06a9\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u0627\u0645\u0644 <strong>ROUGE<\/strong>\u060c <strong>BERTScore<\/strong>\u060c \u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u062c\u0645\u0644\u0627\u062a (sentence embeddings) \u0648 <strong>F-score<\/strong> \u0628\u0631 \u0631\u0648\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0632\u0634\u06a9\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0646\u062a\u0627\u06cc\u062c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u062f\u0644 T5 \u0628\u0627 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062a\u0637\u0628\u06cc\u0642\u06cc \u062f\u0627\u0645\u0646\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0639\u0645\u0648\u0645\u06cc\u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u060c \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0633\u06cc\u0631\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f4. \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0698\u0648\u0647\u0634\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0631 \u067e\u0627\u06cc\u0647\u200c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc (seq2seq) \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0627\u0633\u062a\u0648\u0627\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647\u060c \u0645\u0631\u0627\u062d\u0644 \u0648 \u0645\u0648\u0644\u0641\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u0634\u0631\u06cc\u062d \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n                <strong>\u062a\u0639\u0631\u06cc\u0641 \u0645\u0633\u0626\u0644\u0647:<\/strong><\/p>\n<p>\u0645\u0633\u0626\u0644\u0647 \u0627\u0635\u0644\u06cc\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc &#8220;\u0644\u06cc\u0633\u062a \u0645\u0633\u0627\u0626\u0644&#8221; (Problem List) \u0628\u06cc\u0645\u0627\u0631 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0631\u0648\u0632\u0627\u0646\u0647 \u0627\u0648 \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0628\u0633\u062a\u0631\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a \u0628\u0627\u06cc\u062f \u0634\u0627\u0645\u0644 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0645\u0634\u06a9\u0644\u0627\u062a \u0641\u0639\u0644\u06cc \u0628\u06cc\u0645\u0627\u0631 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062a\u0648\u062c\u0647 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0631\u0627\u0642\u0628\u062a\u06cc \u0648\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u067e\u06cc\u06a9\u0631\u0647 (Corpus):<\/strong><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u06cc\u06a9 \u067e\u06cc\u06a9\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u067e\u06cc\u06a9\u0631\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 <strong>MIMIC-III<\/strong> \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. MIMIC-III \u0634\u0627\u0645\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0644\u06cc\u0646\u06cc \u062f\u0647\u200c\u0647\u0627 \u0647\u0632\u0627\u0631 \u0628\u06cc\u0645\u0627\u0631 \u062f\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0648\u06cc\u0698\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062d\u0627\u0648\u06cc \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0645\u06cc\u200c\u0628\u0627\u0634\u062f. \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u060c \u0627\u0645\u06a9\u0627\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0645\u062a\u0646\u0648\u0639 \u067e\u0632\u0634\u06a9\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n                <strong>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647:<\/strong><\/p>\n<p>\u062f\u0648 \u0645\u062f\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0632 \u0646\u0648\u0639 seq2seq \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647\u200c\u0627\u0646\u062f:<\/p>\n<ul>\n<li><strong>T5 (Text-to-Text Transfer Transformer):<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0645\u0647\u200c\u0645\u0646\u0638\u0648\u0631\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 NLP \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a &#8220;\u0645\u062a\u0646 \u0628\u0647 \u0645\u062a\u0646&#8221; \u0641\u0631\u0645\u0648\u0644\u200c\u0628\u0646\u062f\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>BART (Bidirectional and Auto-Regressive Transformer):<\/strong> \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0646\u06cc\u0632 \u06cc\u06a9 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc\u200c\u0634\u0627\u0646 \u062f\u0631 \u062f\u0631\u06a9 \u0632\u0645\u06cc\u0646\u0647 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0645\u0646\u0633\u062c\u0645\u060c \u0628\u0631\u0627\u06cc \u0648\u0638\u06cc\u0641\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647 (Domain Adaptation):<\/strong><\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc T5 \u0648 BART \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc (\u0645\u0627\u0646\u0646\u062f \u0648\u06cc\u06a9\u06cc\u200c\u067e\u062f\u06cc\u0627 \u0648 \u06a9\u062a\u0627\u0628\u200c\u0647\u0627) \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u062f\u0627\u0646\u0634 \u0622\u0646\u200c\u0647\u0627 \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u062d\u0648\u0632\u0647 \u067e\u0632\u0634\u06a9\u06cc \u0645\u062d\u062f\u0648\u062f \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0627\u06cc\u0646 \u0646\u0642\u06cc\u0635\u0647\u060c \u062f\u0648 \u0631\u0648\u0634 \u0627\u0635\u0644\u06cc \u0628\u0647\u200c\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 (Data Augmentation):<\/strong> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u0632\u0626\u06cc \u06cc\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u060c \u062d\u062c\u0645 \u0648 \u062a\u0646\u0648\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/li>\n<li><strong>\u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062a\u0637\u0628\u06cc\u0642\u06cc \u062f\u0627\u0645\u0646\u0647 (Domain Adaptive Pre-training):<\/strong> \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0639\u0645\u0648\u0645\u06cc\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062d\u0648\u0632\u0647 \u067e\u0632\u0634\u06a9\u06cc (\u0645\u0627\u0646\u0646\u062f \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 MIMIC-III \u06a9\u0647 \u062d\u0627\u0648\u06cc \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0646\u06cc\u0633\u062a\u0646\u062f \u0648\u0644\u06cc \u0645\u062a\u0646 \u067e\u0632\u0634\u06a9\u06cc \u062f\u0627\u0631\u0646\u062f)\u060c \u062f\u0648\u0628\u0627\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u062a\u0627 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0648 \u0633\u0628\u06a9 \u0646\u06af\u0627\u0631\u0634 \u067e\u0632\u0634\u06a9\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n                <strong>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc:<\/strong><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0633\u0646\u062c\u0634 \u06a9\u06cc\u0641\u06cc\u062a \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647\u060c \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u062a\u062e\u0635\u0635\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><strong>ROUGE (Recall-Oriented Understudy for Gisting Evaluation):<\/strong> \u0645\u0639\u06cc\u0627\u0631\u06cc \u0631\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 n-gram\u0647\u0627 \u0628\u06cc\u0646 \u062e\u0644\u0627\u0635\u0647 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0648 \u062e\u0644\u0627\u0635\u0647 \u0645\u0631\u062c\u0639\u060c \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>BERTScore:<\/strong> \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc BERT \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u062f\u0648 \u0645\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a\u060c \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0632 \u0645\u0639\u0646\u0627 \u062f\u0627\u0631\u062f.<\/li>\n<li><strong>\u0634\u0628\u0627\u0647\u062a \u06a9\u0633\u06cc\u0646\u0648\u0633\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u062c\u0645\u0644\u0647 (Cosine Similarity on Sentence Embeddings):<\/strong> \u0628\u0627 \u062a\u0628\u062f\u06cc\u0644 \u062c\u0645\u0644\u0627\u062a \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc (embeddings) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u060c \u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0633\u0646\u062c\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>F-score \u0628\u0631 \u0631\u0648\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0632\u0634\u06a9\u06cc:<\/strong> \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u0627\u0628\u062a\u062f\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u067e\u0632\u0634\u06a9\u06cc (\u0645\u0627\u0646\u0646\u062f \u0646\u0627\u0645 \u0628\u06cc\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u060c \u062f\u0627\u0631\u0648\u0647\u0627\u060c \u0639\u0644\u0627\u0626\u0645) \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627 \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0648 \u0633\u067e\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 F-score\u060c \u062f\u0642\u062a \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n                <strong>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u06cc\u0647:<\/strong><\/p>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 \u06cc\u06a9 <span class='highlight'>\u0633\u06cc\u0633\u062a\u0645 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646<\/span> (rule-based system) \u0645\u0642\u0627\u06cc\u0633\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0648 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0642\u0648\u0627\u0639\u062f \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u06a9\u0645\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/li>\n<\/ul><\/div>\n<div class='section-box'>\n<h2>\u06f5. \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/h2>\n<p>\u0646\u062a\u0627\u06cc\u062c \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0646\u0648\u06cc\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n                <strong>\u0628\u0631\u062a\u0631\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642\u200c\u06cc\u0627\u0641\u062a\u0647:<\/strong><\/p>\n<p>\u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647 \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631 \u0631\u0648\u0634 <span class='highlight'>\u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062a\u0637\u0628\u06cc\u0642\u06cc \u062f\u0627\u0645\u0646\u0647<\/span> (domain adaptive pre-training) \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0633\u062a. \u0645\u062f\u0644 T5 \u06a9\u0647 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0648\u0632\u0647 \u067e\u0632\u0634\u06a9\u06cc\u060c \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0628\u0648\u062f\u060c \u0646\u062a\u0627\u06cc\u062c \u0628\u0633\u06cc\u0627\u0631 \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0646\u0647\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0648\u062f\u0646\u062f\u060c \u0646\u0634\u0627\u0646 \u062f\u0627\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0631 \u0627\u0647\u0645\u06cc\u062a \u0622\u0634\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc NLP \u0628\u0627 \u0648\u0627\u0698\u06af\u0627\u0646 \u062a\u062e\u0635\u0635\u06cc \u0648 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 (\u0645\u0627\u0646\u0646\u062f \u067e\u0632\u0634\u06a9\u06cc) \u062a\u0623\u06a9\u06cc\u062f \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0642\u0627\u0628\u062a\u06cc T5 \u0648 BART:<\/strong><\/p>\n<p>\u0647\u0631 \u062f\u0648 \u0645\u062f\u0644 T5 \u0648 BART\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644\u06cc \u062f\u0631 \u062f\u0631\u06a9 \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0644\u06cc\u0646\u06cc \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646\u062f\u060c \u0627\u0645\u0627 T5 \u062a\u0637\u0628\u06cc\u0642\u200c\u06cc\u0627\u0641\u062a\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0644\u06cc \u0628\u0647\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u067e\u06cc\u0634\u0631\u0641\u062a \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc:<\/strong><\/p>\n<p>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u06cc\u0627\u0641\u062a\u0647\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 T5 \u0628\u0627 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 <span class='highlight'>\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646<\/span> (rule-based systems) \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062f\u0631\u06a9 \u0638\u0631\u0627\u0641\u062a\u200c\u0647\u0627 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0627\u0644\u06cc\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u063a\u0644\u0628 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u0627\u0647\u0645\u06cc\u062a \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062a\u0646\u0648\u0639:<\/strong><\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 ROUGE\u060c BERTScore \u0648 F-score \u0628\u0631\u0627\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0632\u0634\u06a9\u06cc\u060c \u062a\u0635\u0648\u06cc\u0631\u06cc \u062c\u0627\u0645\u0639 \u0627\u0632 \u06a9\u06cc\u0641\u06cc\u062a \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f. BERTScore \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0631\u06a9 \u06a9\u0644\u06cc \u0648 \u067e\u0648\u0634\u0634 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0647\u0645\u060c \u0628\u0631\u062a\u0631\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc:<\/strong><\/p>\n<p>\u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u067e\u06cc\u06a9\u0631\u0647 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc MIMIC-III\u060c \u0627\u0639\u062a\u0628\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/li>\n<\/ul><\/div>\n<div class='section-box'>\n<h2>\u06f6. \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627<\/h2>\n<p>\u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u062f\u0627\u0631\u0627\u06cc \u067e\u06cc\u0627\u0645\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u0628\u0631\u0627\u06cc \u062d\u0648\u0632\u0647 \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u067e\u0632\u0634\u06a9\u06cc \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n                <strong>\u06a9\u0627\u0647\u0634 \u0628\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u067e\u0632\u0634\u06a9\u0627\u0646:<\/strong><\/p>\n<p>\u0628\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u060c \u067e\u0632\u0634\u06a9\u0627\u0646 \u0648 \u067e\u0631\u0633\u062a\u0627\u0631\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0628\u0647 \u0648\u0636\u0639\u06cc\u062a \u06a9\u0644\u06cc \u0628\u06cc\u0645\u0627\u0631 \u067e\u06cc \u0628\u0628\u0631\u0646\u062f \u0648 \u0632\u0645\u0627\u0646 \u06a9\u0645\u062a\u0631\u06cc \u0631\u0627 \u0635\u0631\u0641 \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 <span class='highlight'>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0628\u0647\u0631\u0647\u200c\u0648\u0631\u06cc<\/span> \u0648 \u06a9\u0627\u0647\u0634 \u062e\u0633\u062a\u06af\u06cc \u0634\u063a\u0644\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u0628\u0647\u0628\u0648\u062f \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc:<\/strong><\/p>\n<p>\u0644\u06cc\u0633\u062a \u062e\u0644\u0627\u0635\u0647\u200c\u0634\u062f\u0647 \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0648\u0631\u0648\u062f\u06cc \u0645\u0647\u0645 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0627\u0644\u06cc\u0646\u06cc (Clinical Decision Support Systems) \u0639\u0645\u0644 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0644\u0627\u0635\u0647\u200c\u0647\u0627\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635\u060c \u062f\u0631\u0645\u0627\u0646 \u06cc\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u06cc\u0627\u062a\u06cc:<\/strong><\/p>\n<p>\u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0627\u0648\u0631\u0698\u0627\u0646\u0633\u06cc \u06cc\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u0628\u06cc\u0645\u0627\u0631 \u0628\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627 \u06cc\u0627 \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u200c\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u060c \u0627\u0645\u0631\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u06a9\u0645\u06a9 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u067e\u0698\u0648\u0647\u0634:<\/strong><\/p>\n<p>\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0634\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0631\u0632\u06cc\u062f\u0646\u062a\u200c\u0647\u0627 \u0648 \u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u067e\u0632\u0634\u06a9\u06cc\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u067e\u0698\u0648\u0647\u0634 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0648\u0646\u062f \u0628\u06cc\u0645\u0627\u0631\u06cc\u200c\u0647\u0627 \u0648 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u062f\u0631\u0645\u0627\u0646\u200c\u0647\u0627\u060c \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u062d\u0648\u0632\u0647 NLP \u067e\u0632\u0634\u06a9\u06cc:<\/strong><\/p>\n<p>\u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u06cc\u06a9 \u06af\u0627\u0645 \u0645\u0647\u0645 \u062f\u0631 \u062c\u0647\u062a \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc NLP \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc \u062d\u0648\u0632\u0647 \u067e\u0632\u0634\u06a9\u06cc \u0628\u0631\u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a. \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0639\u0645\u0648\u0645\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062a\u062e\u0635\u0635\u06cc \u067e\u0632\u0634\u06a9\u06cc\u060c \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n                <strong>\u0627\u06cc\u062c\u0627\u062f \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u062c\u062f\u06cc\u062f:<\/strong><\/p>\n<p>\u062a\u0648\u0633\u0639\u0647 \u067e\u06cc\u06a9\u0631\u0647 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc\u060c \u0645\u0646\u0628\u0639 \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u062a\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ul><\/div>\n<div class='section-box'>\n<h2>\u06f7. \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/h2>\n<p>\u0645\u0642\u0627\u0644\u0647 &#8220;\u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647&#8221; \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0645\u0627\u0646\u0646\u062f T5 \u0648 BART\u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647\u060c \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0624\u062b\u0631 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0627\u0635\u0644\u06cc \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u0627\u0644\u06cc\u0646\u06cc \u0627\u0633\u062a. \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 T5\u060c \u067e\u0633 \u0627\u0632 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062a\u0637\u0628\u06cc\u0642\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0648\u0632\u0647 \u067e\u0632\u0634\u06a9\u06cc\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0639\u0645\u0648\u0645\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u060c \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0639\u0638\u06cc\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u06a9\u0627\u0647\u0634 \u0628\u0627\u0631 \u06a9\u0627\u0631\u06cc \u067e\u0632\u0634\u06a9\u0627\u0646 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a \u0645\u0631\u0627\u0642\u0628\u062a \u0627\u0632 \u0628\u06cc\u0645\u0627\u0631\u060c \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0645\u0633\u06cc\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0634\u0627\u0645\u0644 \u06af\u0633\u062a\u0631\u0634 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627 \u0628\u0647 \u0627\u0646\u0648\u0627\u0639 \u062f\u06cc\u06af\u0631 \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0644\u06cc\u0646\u06cc\u060c \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u0645\u0646\u0647\u060c \u0648 \u0627\u062f\u063a\u0627\u0645 \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u062f\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0648\u0632\u0627\u0646\u0647 \u0628\u0627\u0644\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u0622\u0646\u200c\u0647\u0627 \u0628\u0631 \u0646\u062a\u0627\u06cc\u062c \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc [&hellip;]<\/p>\n","protected":false},"featured_media":208799,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[137319,137318],"product_tag":[107,197318,197321,1840,197320,197322,57582,197319,143441,19,83425,1675,197317,137927,164746,103831,109276,172892,196042,1671,197316,103828,197314,197313,109274,139659,142819,261,62783,197315,674,267],"class_list":{"0":"post-228064","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-arxiv","7":"product_cat-137318","8":"product_tag-artificial-intelligence","9":"product_tag-clinical-text-summarization","10":"product_tag-cognitive-overload","11":"product_tag-deep-learning","12":"product_tag-diagnostic-decision-support","13":"product_tag-health-information-technology","14":"product_tag-healthcare-ai","15":"product_tag-hospital-progress-notes","16":"product_tag-information-overload","17":"product_tag-machine-learning","18":"product_tag-medical-informatics","19":"product_tag-natural-language-processing","20":"product_tag-patient-problem-summarization","21":"product_tag-pre-trained-models","22":"product_tag-sequence-to-sequence-models","23":"product_tag-text-summarization","24":"product_tag-109276","25":"product_tag-172892","26":"product_tag-196042","27":"product_tag-1671","28":"product_tag-197316","29":"product_tag-103828","30":"product_tag-197314","31":"product_tag-197313","32":"product_tag-109274","33":"product_tag-139659","34":"product_tag-142819","35":"product_tag-261","36":"product_tag-62783","37":"product_tag-197315","38":"product_tag-674","39":"product_tag-267","40":"pmpro-has-access","41":"desktop-align-left","42":"tablet-align-left","43":"mobile-align-left","45":"first","46":"instock","47":"downloadable","48":"virtual","49":"purchasable","50":"product-type-simple"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/express24.ir\/d\/product\/2208-08408\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/2208-08408\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 \u062f\u0642\u06cc\u0642\u0647\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/express24.ir\/d\/product\/2208-08408\/\",\"url\":\"https:\/\/express24.ir\/d\/product\/2208-08408\/\",\"name\":\"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"isPartOf\":{\"@id\":\"https:\/\/express24.ir\/d\/#website\"},\"datePublished\":\"2025-11-04T08:51:09+00:00\",\"dateModified\":\"2025-11-04T08:51:09+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/express24.ir\/d\/product\/2208-08408\/#breadcrumb\"},\"inLanguage\":\"fa-IR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/express24.ir\/d\/product\/2208-08408\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/express24.ir\/d\/product\/2208-08408\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u062e\u0627\u0646\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/express24.ir\/d\/#website\",\"url\":\"https:\/\/express24.ir\/d\/\",\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/express24.ir\/d\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fa-IR\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/express24.ir\/d\/product\/2208-08408\/","og_locale":"fa_IR","og_type":"article","og_title":"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","og_description":"\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc [&hellip;]","og_url":"https:\/\/express24.ir\/d\/product\/2208-08408\/","og_site_name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","twitter_card":"summary_large_image","twitter_misc":{"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646":"1 \u062f\u0642\u06cc\u0642\u0647"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/express24.ir\/d\/product\/2208-08408\/","url":"https:\/\/express24.ir\/d\/product\/2208-08408\/","name":"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","isPartOf":{"@id":"https:\/\/express24.ir\/d\/#website"},"datePublished":"2025-11-04T08:51:09+00:00","dateModified":"2025-11-04T08:51:09+00:00","breadcrumb":{"@id":"https:\/\/express24.ir\/d\/product\/2208-08408\/#breadcrumb"},"inLanguage":"fa-IR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/express24.ir\/d\/product\/2208-08408\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/express24.ir\/d\/product\/2208-08408\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u062e\u0627\u0646\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":2,"name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":3,"name":"\u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u0627\u0626\u0644 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0628\u06cc\u0645\u0627\u0631\u0633\u062a\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0647 \u062a\u0648\u0627\u0644\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u0634\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc"}]},{"@type":"WebSite","@id":"https:\/\/express24.ir\/d\/#website","url":"https:\/\/express24.ir\/d\/","name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/express24.ir\/d\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fa-IR"}]}},"_links":{"self":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product\/228064","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/comments?post=228064"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media\/208799"}],"wp:attachment":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media?parent=228064"}],"wp:term":[{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=228064"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=228064"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}