{"id":224242,"date":"2025-11-02T19:18:49","date_gmt":"2025-11-02T20:18:49","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2112-08628\/"},"modified":"2025-11-02T19:18:49","modified_gmt":"2025-11-02T20:18:49","slug":"2112-08628","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2112-08628\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \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;\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc<\/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;\">Jirawat Tangpanitanon, Chanatip Mangkang, Pradeep Bhadola, Yuichiro Minato, Dimitris G. Angelakis, Thiparat Chotibut<\/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;\">Disordered Systems and Neural Networks,Statistical Mechanics,Computation and Language,Machine Learning,Quantum Physics<\/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>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc<\/h1>\n<div class='section-box'>\n<h2>\u0645\u0642\u062f\u0645\u0647: \u06af\u0634\u0648\u062f\u0646 \u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc<\/h2>\n<p>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u0634\u0648\u0631\u062a\u0631\u06cc\u0646 \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632\u062a\u0631\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9\u060c \u062a\u0641\u0633\u06cc\u0631 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u060c \u06a9\u0644\u06cc\u062f \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0647\u0648\u0634\u0645\u0646\u062f\u062a\u0631 \u0628\u06cc\u0646 \u0627\u0646\u0633\u0627\u0646 \u0648 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RNNs) \u0646\u0642\u0634 \u0645\u062d\u0648\u0631\u06cc \u062f\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631 NLP \u0627\u06cc\u0641\u0627 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u0632 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c RNN\u0647\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631 \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0627 \u0648\u062c\u0648\u062f \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u062c\u0631\u0628\u06cc \u0627\u0646\u06a9\u0627\u0631\u0646\u0627\u067e\u0630\u06cc\u0631\u060c \u062f\u0631\u06a9 \u0646\u0638\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0632 \u0686\u06af\u0648\u0646\u06af\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0642\u06cc\u0642 RNN\u0647\u0627\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u063a\u06cc\u0631\u062e\u0637\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0630\u0627\u062a\u06cc \u0622\u0646\u200c\u0647\u0627\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0645\u062d\u062f\u0648\u062f \u0627\u0633\u062a. \u0627\u06cc\u0646 &#8220;\u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647&#8221; \u0628\u0648\u062f\u0646\u060c \u0645\u0627\u0646\u0639\u06cc \u062c\u062f\u06cc \u062f\u0631 \u0645\u0633\u06cc\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RNN \u0648 \u0628\u0647\u0628\u0648\u062f \u0622\u0646\u200c\u0647\u0627 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc &#8220;\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc&#8221; (Explainable Natural Language Processing with Matrix Product States) \u0628\u0627 \u0647\u062f\u0641 \u0631\u0648\u0634\u0646 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062a\u0627\u0631\u06cc\u06a9\u060c \u06af\u0627\u0645 \u0645\u0647\u0645\u06cc \u0628\u0631\u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0628\u0627 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0686\u0646\u062f\u0628\u062f\u0646\u06cc\u060c \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0631\u0627\u0626\u0647 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627 \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 RNN\u0647\u0627\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062a\u062f\u0627\u0648\u0644 NLP \u0645\u0627\u0646\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0627\u0633\u062a. \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc\u060c \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u06a9\u0634\u0641 \u0627\u0635\u0648\u0644 \u0627\u0633\u0627\u0633\u06cc \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0622\u0646\u200c\u0647\u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\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 \u0646\u062a\u06cc\u062c\u0647 \u062a\u0644\u0627\u0634 \u0645\u0634\u062a\u0631\u06a9 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0628\u0631\u062c\u0633\u062a\u0647 \u0628\u0627 \u062a\u062e\u0635\u0635\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u060c \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0622\u0645\u0627\u0631 \u0627\u0633\u062a. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u0635\u0644\u06cc \u0634\u0627\u0645\u0644 Jirawat Tangpanitanon, Chanatip Mangkang, Pradeep Bhadola, Yuichiro Minato, Dimitris G. Angelakis, \u0648 Thiparat Chotibut \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u062a\u06cc\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0627\u0632 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u200c\u0647\u0627 \u0648 \u0645\u0648\u0633\u0633\u0627\u062a \u0639\u0644\u0645\u06cc \u0645\u0639\u062a\u0628\u0631\u06cc \u06af\u0631\u062f \u0647\u0645 \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f \u062a\u0627 \u0634\u06a9\u0627\u0641 \u0628\u06cc\u0646 \u0646\u0638\u0631\u06cc\u0647 \u0641\u06cc\u0632\u06cc\u06a9 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u067e\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><span class='highlight'>\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0622\u0634\u0641\u062a\u0647 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc (Disordered Systems and Neural Networks):<\/span> \u0645\u0637\u0627\u0644\u0639\u0647 \u0631\u0641\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06a9\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0646\u0638\u0645 \u06cc\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0634\u062e\u0635\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0645\u06a9\u0627\u0646\u06cc\u06a9 \u0622\u0645\u0627\u0631\u06cc (Statistical Mechanics):<\/span> \u0628\u0647\u200c\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u0635\u0648\u0644 \u0645\u06a9\u0627\u0646\u06cc\u06a9 \u0622\u0645\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647.<\/li>\n<li><span class='highlight'>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u0632\u0628\u0627\u0646 (Computation and Language):<\/span> \u067e\u0644 \u0632\u062f\u0646 \u0628\u06cc\u0646 \u0646\u0638\u0631\u06cc\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc.<\/li>\n<li><span class='highlight'>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine Learning):<\/span> \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc (Quantum Physics):<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u062f\u0631 \u0633\u0627\u06cc\u0631 \u0639\u0644\u0648\u0645.<\/li>\n<\/ul>\n<p>\u062a\u0631\u06a9\u06cc\u0628 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u06cc\u0646\u200c\u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0642\u0648\u06cc \u0645\u0642\u0627\u0644\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc \u0646\u0638\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0639\u0645\u0644\u06cc \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631 NLP \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0648 \u062e\u0644\u0627\u0635\u0647 \u0645\u062d\u062a\u0648\u0627<\/h2>\n<p>\u0686\u06a9\u06cc\u062f\u0647 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062e\u062a\u0635\u0631 \u0628\u0647 \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u067e\u0698\u0648\u0647\u0634 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f: &#8220;\u0639\u0644\u06cc\u0631\u063a\u0645 \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u062c\u0631\u0628\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RNNs) \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)\u060c \u062f\u0631\u06a9 \u0646\u0638\u0631\u06cc RNN\u0647\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u063a\u06cc\u0631\u062e\u0637\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0630\u0627\u062a\u0627\u064b \u0645\u062d\u062f\u0648\u062f \u0628\u0627\u0642\u06cc \u0645\u0627\u0646\u062f\u0647 \u0627\u0633\u062a. \u0645\u0627 \u0628\u0627 \u0646\u06af\u0627\u0634\u062a \u06a9\u0644\u0627\u0633\u06cc \u0627\u0632 RNN\u0647\u0627 \u0628\u0647 \u0646\u0627\u0645 \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062d\u0633\u0627\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RACs) \u0628\u0647 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc (MPS)\u060c \u0631\u0641\u062a\u0627\u0631 RNN\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0648\u0638\u06cc\u0641\u0647\u200c\u0627\u06cc \u0631\u0627\u06cc\u062c \u062f\u0631 NLP\u060c \u06cc\u0639\u0646\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0646\u0642\u062f \u0641\u06cc\u0644\u0645\u060c \u0628\u0647 \u0637\u0648\u0631 \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0631\u0647\u0645\u200c\u062a\u0646\u06cc\u062f\u06af\u06cc \u0641\u0648\u0646 \u0646\u0648\u06cc\u0645\u0627\u0646 (EE) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u06a9\u0647 RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u0638\u0631\u0641\u06cc\u062a \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u062f\u0627\u06a9\u062b\u0631\u06cc \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0634\u0628\u0627\u0639 EE \u0645\u0646\u0639\u06a9\u0633 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0628\u0639\u0627\u062f \u067e\u06cc\u0648\u0646\u062f (bond dimension) \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0634\u0628\u0627\u0639 EE\u060c \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0646\u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u062d\u062f\u0627\u0642\u0644 (minimal model) \u0631\u0627 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u062e\u0645\u06cc\u0646 \u0631\u0627 \u0627\u0632 \u0622\u0645\u0627\u0631\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06af\u0631\u0686\u0647 EE \u0627\u0634\u0628\u0627\u0639 \u0634\u062f\u0647 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u062d\u062f\u0627\u06a9\u062b\u0631 EE \u0645\u062c\u0627\u0632 \u062a\u0648\u0633\u0637 \u0642\u0627\u0646\u0648\u0646 \u0645\u0633\u0627\u062d\u062a (area law) \u0627\u0633\u062a\u060c \u0645\u062f\u0644 \u062d\u062f\u0627\u0642\u0644 \u0645\u0627 \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0647 \u062f\u0642\u062a \u0622\u0645\u0648\u0632\u0634\u06cc \u062d\u062f\u0648\u062f \u06f9\u06f9\u066a \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u200c\u06af\u0631\u0627\u06cc\u0627\u0646\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062f\u0633\u062a \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c EE \u067e\u0627\u06cc\u06cc\u0646 \u0645\u0627\u0646\u0639\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u067e\u0630\u06cc\u0631\u0634 RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc NLP \u0646\u06cc\u0633\u062a. \u0628\u0631\u062e\u0644\u0627\u0641 \u0628\u0627\u0648\u0631 \u0631\u0627\u06cc\u062c \u06a9\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0628\u0631\u062f \u0645\u0646\u0628\u0639 \u0627\u0635\u0644\u06cc \u0645\u0648\u0641\u0642\u06cc\u062a RNN\u0647\u0627\u0633\u062a\u060c \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u06a9\u0647 RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u06cc\u0627\u0646\u06af\u0631\u06cc (expressiveness) \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u062a\u0639\u0627\u0645\u0644 \u0638\u0631\u06cc\u0641 \u0628\u06cc\u0646 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 (word embeddings) \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u0628\u0631\u0646\u062f. \u06a9\u0627\u0631 \u0645\u0627 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0627\u0631\u0634\u0646\u0627\u0633\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 RAC\u0647\u0627 \u0648 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u200c\u062a\u0631 \u0628\u0647 \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc RNN\u0647\u0627 \u0628\u0631\u0627\u06cc NLP\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0686\u0646\u062f\u0628\u062f\u0646\u06cc\u060c \u0631\u0648\u0634\u0646\u0627\u06cc\u06cc \u0645\u06cc\u200c\u0628\u062e\u0634\u062f.&#8221;<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0648 \u0627\u062f\u0639\u0627\u06cc \u0627\u0635\u0644\u06cc \u0631\u0627 \u0645\u0637\u0631\u062d \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<ol>\n<li><strong>\u0627\u0631\u062a\u0628\u0627\u0637 RNN \u0628\u0627 MPS:<\/strong> \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u062e\u0627\u0635 \u0627\u0632 RNN\u0647\u0627 \u0628\u0647 \u0646\u0627\u0645 \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062d\u0633\u0627\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RACs) \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u062f\u0642\u06cc\u0642 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0647 \u0646\u0627\u0645 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc (Matrix Product States &#8211; MPS) \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0646\u06af\u0627\u0634\u062a\u060c \u06a9\u0644\u06cc\u062f \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0631\u0641\u062a\u0627\u0631 RNN\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u062a\u062d\u0644\u06cc\u0644 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0628\u06cc\u0627\u0646\u06af\u0631\u06cc:<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MPS\u060c \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u06a9\u0644\u06cc\u062f \u0645\u0648\u0641\u0642\u06cc\u062a RNN\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0644\u0632\u0648\u0645\u0627\u064b &#8220;\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0628\u0631\u062f&#8221; \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 &#8220;\u062a\u0639\u0627\u0645\u0644 \u0638\u0631\u06cc\u0641 \u0628\u06cc\u0646 \u0646\u062d\u0648\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a (word embeddings)&#8221; \u0627\u0633\u062a.<\/li>\n<\/ol><\/div>\n<div class='section-box'>\n<h2>\u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642: \u067e\u06cc\u0648\u0646\u062f \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h2>\n<p>\u0642\u0644\u0628 \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634\u060c \u0628\u0631\u0642\u0631\u0627\u0631\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u062d\u0648\u0632\u0647 \u0628\u0647 \u0638\u0627\u0647\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a: \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RNNs) \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc (MPS) \u06a9\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062f\u0631 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0686\u0646\u062f\u0630\u0631\u0647\u200c\u0627\u06cc \u0627\u0633\u062a.<\/p>\n<p><strong>\u06f1. \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062d\u0633\u0627\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RACs) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062f\u0644 RNN:<\/strong><\/p>\n<p>\u0645\u0642\u0627\u0644\u0647 \u0628\u0631 \u0631\u0648\u06cc \u06a9\u0644\u0627\u0633\u06cc \u062e\u0627\u0635 \u0627\u0632 RNN\u0647\u0627 \u0628\u0647 \u0646\u0627\u0645 &#8220;\u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u062d\u0633\u0627\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc&#8221; (Recurrent Arithmetic Circuits &#8211; RACs) \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0631\u06cc\u0627\u0636\u06cc \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0634\u0641\u0627\u0641\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 RNN\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u06cc\u06a9 RAC \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0628\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u0628\u0647 \u0637\u0648\u0631 \u062f\u0642\u06cc\u0642 \u062a\u0648\u0635\u06cc\u0641 \u06a9\u0631\u062f.<\/p>\n<p><strong>\u06f2. \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc (MPS):<\/strong><\/p>\n<p>MPS\u0647\u0627 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0631\u06cc\u0627\u0636\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0634\u0627\u0645\u0644 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0630\u0631\u0647 (\u0645\u0627\u0646\u0646\u062f \u0627\u0644\u06a9\u062a\u0631\u0648\u0646\u200c\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u0627\u062f\u0647) \u0628\u0633\u06cc\u0627\u0631 \u0645\u0624\u062b\u0631\u0646\u062f. \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc MPS \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u062d\u0627\u0644\u062a \u0686\u0646\u062f\u0628\u0639\u062f\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0645\u0634\u062e\u0635 (bond dimension) \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631\u060c \u0627\u0645\u06a9\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p><strong>\u06f3. \u0646\u06af\u0627\u0634\u062a RAC \u0628\u0647 MPS:<\/strong><\/p>\n<p>\u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0646\u0648\u0622\u0648\u0631\u06cc \u0645\u0642\u0627\u0644\u0647\u060c \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u06cc\u06a9 RAC \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 MPS \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0646\u06af\u0627\u0634\u062a:<\/p>\n<ul>\n<li>\u06a9\u0644\u0645\u0627\u062a \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u062f\u0646\u0628\u0627\u0644\u0647\u060c \u0646\u0642\u0634 \u0630\u0631\u0627\u062a \u0631\u0627 \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li>\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc (\u0648\u0632\u0646\u200c\u0647\u0627 \u0648 \u0628\u0627\u06cc\u0627\u0633\u200c\u0647\u0627) \u0628\u0647 \u0645\u0627\u062a\u0631\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 MPS \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n<li>\u062d\u0627\u0644\u062a \u067e\u0646\u0647\u0627\u0646 (hidden state) \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc\u060c \u0645\u0639\u0627\u062f\u0644 &#8220;\u062d\u0627\u0644\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc&#8221; \u062f\u0631 MPS \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0646\u06af\u0627\u0634\u062a \u0628\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u062d\u0644\u06cc\u0644 MPS \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0631\u0641\u062a\u0627\u0631 RNN\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u06f4. \u0622\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0631\u0647\u0645\u200c\u062a\u0646\u06cc\u062f\u06af\u06cc (Entanglement Entropy &#8211; EE) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a:<\/strong><\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u0633\u0646\u062c\u0634 \u0645\u06cc\u0632\u0627\u0646 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645\u060c \u0622\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0631\u0647\u0645\u200c\u062a\u0646\u06cc\u062f\u06af\u06cc \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c EE \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0633\u0646\u062c\u0634 \u0645\u06cc\u0632\u0627\u0646 &#8220;\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a&#8221; \u062f\u0631 \u0637\u0648\u0644 \u062f\u0646\u0628\u0627\u0644\u0647 \u06a9\u0644\u0645\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c EE \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06a9\u0644\u0645\u0627\u062a \u0627\u0628\u062a\u062f\u0627\u06cc \u062c\u0645\u0644\u0647\u060c \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062f\u0646\u0628\u0627\u0644\u0647 \u067e\u062e\u0634 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p><strong>\u06f5. \u062a\u062d\u0644\u06cc\u0644 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0646\u0642\u062f \u0641\u06cc\u0644\u0645:<\/strong><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06cc \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628\u060c \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u0632 \u0648\u0638\u06cc\u0641\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0642\u062f \u0641\u06cc\u0644\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0648\u0638\u06cc\u0641\u0647 \u0634\u0627\u0645\u0644 \u062a\u0639\u06cc\u06cc\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u0646\u0642\u062f\u060c \u0645\u062b\u0628\u062a \u06cc\u0627 \u0645\u0646\u0641\u06cc \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u0628\u0627\u0634\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u06af\u0627\u0634\u062a MPS \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc EE\u060c \u0622\u0646\u200c\u0647\u0627 \u0631\u0641\u062a\u0627\u0631 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u062d\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u06cc\u0646 \u0646\u0642\u062f\u0647\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u06f6. \u0645\u0641\u0647\u0648\u0645 &#8220;\u0627\u0628\u0639\u062f \u067e\u06cc\u0648\u0646\u062f&#8221; (Bond Dimension):<\/strong><\/p>\n<p>\u062f\u0631 \u0645\u062f\u0644 MPS\u060c &#8220;\u0627\u0628\u0639\u062f \u067e\u06cc\u0648\u0646\u062f&#8221; (D) \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u06cc\u06cc\u0646\u200c\u06a9\u0646\u0646\u062f\u0647 \u0645\u06cc\u0632\u0627\u0646 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644 \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u062f\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0627\u0633\u062a. \u0645\u0642\u0627\u0644\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 D \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u06cc\u06a9 \u062d\u062f \u0645\u0639\u06cc\u0646\u060c \u06a9\u0647 \u0628\u0627 \u0627\u0634\u0628\u0627\u0639 EE \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0644\u0632\u0648\u0645\u0627\u064b \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0645\u0646\u062c\u0631 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc: \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0628\u0631\u062f<\/h2>\n<p>\u067e\u0698\u0648\u0647\u0634 \u062d\u0627\u0636\u0631 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u0648 \u063a\u06cc\u0631\u0645\u0646\u062a\u0638\u0631\u0647\u200c\u0627\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0686\u06af\u0648\u0646\u06af\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f RNN\u0647\u0627 \u0622\u0634\u06a9\u0627\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0627\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627 \u062f\u06cc\u062f\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0645\u06cc\u200c\u06a9\u0634\u0646\u062f:<\/p>\n<p><strong>\u06f1. \u0638\u0631\u0641\u06cc\u062a \u062d\u062f\u0627\u06a9\u062b\u0631 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc:<\/strong><\/p>\n<p>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a\u0646\u062f \u06a9\u0647 RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc (\u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646) \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 &#8220;\u0638\u0631\u0641\u06cc\u062a \u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a&#8221; \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0638\u0631\u0641\u06cc\u062a \u0628\u0627 &#8220;\u0627\u0634\u0628\u0627\u0639&#8221; \u0622\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0631\u0647\u0645\u200c\u062a\u0646\u06cc\u062f\u06af\u06cc (EE) \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0647\u0627\u06cc \u0628\u0644\u0646\u062f\u062a\u0631\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627\u06cc \u062f\u0646\u0628\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u062a\u0647\u0627\u06cc \u0622\u0646 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0631\u0648\u0646\u062f \u062a\u0627 \u062d\u062f\u06cc \u0627\u062f\u0627\u0645\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0633\u067e\u0633 \u062b\u0627\u0628\u062a \u0645\u06cc\u200c\u0645\u0627\u0646\u062f.<\/p>\n<p><strong>\u06f2. \u0627\u0647\u0645\u06cc\u062a &#8220;\u0627\u0628\u0639\u062f \u067e\u06cc\u0648\u0646\u062f&#8221; \u0648 \u0645\u062f\u0644 \u062d\u062f\u0627\u0642\u0644:<\/strong><\/p>\n<p>\u06cc\u0627\u0641\u062a\u0647 \u0645\u0647\u0645 \u062f\u06cc\u06af\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 &#8220;\u0627\u0628\u0639\u062f \u067e\u06cc\u0648\u0646\u062f&#8221; (D) \u062f\u0631 \u0645\u062f\u0644 MPS (\u0645\u0639\u0627\u062f\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644) \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0646\u0642\u0637\u0647 \u0627\u0634\u0628\u0627\u0639 EE\u060c \u0647\u06cc\u0686 \u0628\u0647\u0628\u0648\u062f \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 &#8220;\u0645\u062f\u0644 \u062d\u062f\u0627\u0642\u0644&#8221; (minimal model) \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0622\u0645\u0627\u0631\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u0645\u0645\u06a9\u0646 \u062a\u062e\u0645\u06cc\u0646 \u0628\u0632\u0646\u062f \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0635\u0631\u0641\u0627\u064b \u0647\u0632\u06cc\u0646\u0647\u200c\u0628\u0631 \u0627\u0633\u062a.<\/p>\n<p><strong>\u06f3. \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0644\u0627 \u0628\u0627 EE \u067e\u0627\u06cc\u06cc\u0646:<\/strong><\/p>\n<p>\u0639\u0644\u06cc\u200c\u0631\u063a\u0645 \u0627\u06cc\u0646\u06a9\u0647 EE \u0627\u0634\u0628\u0627\u0639 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u062d\u062f\u0627\u06a9\u062b\u0631 EE \u0645\u062c\u0627\u0632 \u062a\u0648\u0633\u0637 &#8220;\u0642\u0627\u0646\u0648\u0646 \u0645\u0633\u0627\u062d\u062a&#8221; (area law) \u0627\u0633\u062a (\u06a9\u0647 \u062f\u0631 \u0628\u0631\u062e\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f)\u060c \u0645\u062f\u0644 \u062d\u062f\u0627\u0642\u0644 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0647 \u062f\u0642\u062a \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627\u06cc\u06cc (\u062d\u062f\u0648\u062f \u06f9\u06f9\u066a) \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062f\u0633\u062a \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647<\/p>\n<p><span class='highlight'>EE \u067e\u0627\u06cc\u06cc\u0646 \u0645\u0627\u0646\u0639\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0624\u062b\u0631 \u0627\u0632 RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u062f\u0631 NLP \u0646\u06cc\u0633\u062a.<\/span><\/p>\n<p><strong>\u06f4. \u0686\u0627\u0644\u0634 \u0628\u0627 \u0628\u0627\u0648\u0631 \u0631\u0627\u06cc\u062c \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0628\u0631\u062f:<\/strong><\/p>\n<p>\u0628\u0631\u062e\u0644\u0627\u0641 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0631\u0627\u06cc\u062c \u06a9\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a RNN\u0647\u0627 \u0631\u0627 \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0641\u0648\u0627\u0635\u0644 \u0637\u0648\u0644\u0627\u0646\u06cc (long-range dependencies) \u0646\u0633\u0628\u062a \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc\u060c \u062f\u0627\u0633\u062a\u0627\u0646 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a.<\/p>\n<p><span class='highlight'>\u06a9\u0644\u06cc\u062f \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0644\u0632\u0648\u0645\u0627\u064b \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0628\u0631\u062f \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 &#8220;\u062a\u0639\u0627\u0645\u0644 \u0638\u0631\u06cc\u0641 \u0628\u06cc\u0646 \u0646\u062d\u0648\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a (word embeddings)&#8221; \u0627\u0633\u062a.<\/span><\/p>\n<p>\u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0646\u062d\u0648\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0642\u0628\u0644\u06cc \u0628\u0627 \u0645\u0639\u0646\u0627\u06cc \u0630\u0627\u062a\u06cc \u0647\u0631 \u06a9\u0644\u0645\u0647 (\u06a9\u0647 \u062a\u0648\u0633\u0637 embedding \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f) \u0628\u0633\u06cc\u0627\u0631 \u062d\u06cc\u0627\u062a\u06cc\u200c\u062a\u0631 \u0627\u0632 \u0635\u0631\u0641\u0627\u064b \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0637\u0648\u0644 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a.<\/p>\n<p><strong>\u06f5. \u0628\u06cc\u0627\u0646\u06af\u0631\u06cc (Expressiveness) \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u0639\u0627\u0645\u0644:<\/strong><\/p>\n<p>\u06cc\u0627\u0641\u062a\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0627\u0646\u06af\u0631\u06cc \u0628\u0627\u0644\u0627 (\u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062f\u0631\u06a9 \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647) \u062f\u0631 RAC\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc\u060c \u0646\u0627\u0634\u06cc \u0627\u0632 \u06cc\u06a9 &#8220;\u0631\u0642\u0635&#8221; \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u06cc\u0646 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 word embeddings \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0639\u0627\u0645\u0644\u060c \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0631\u0648\u0627\u0628\u0637 \u0638\u0631\u06cc\u0641 \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f\u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0648\u0644\u06cc\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u062f\u0631 \u062a\u0645\u0627\u0645 \u0637\u0648\u0644 \u062f\u0646\u0628\u0627\u0644\u0647 \u0645\u0646\u062a\u0634\u0631 \u0646\u0634\u0648\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627: \u0628\u0647 \u0633\u0648\u06cc NLP \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631<\/h2>\n<p>\u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0646\u0647 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0646\u0638\u0631\u06cc \u0645\u0647\u0645 \u062f\u0631 \u062f\u0631\u06a9 RNN\u0647\u0627 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u0644\u06a9\u0647 \u067e\u06cc\u0627\u0645\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062f\u0627\u0631\u062f:<\/p>\n<p><strong>\u06f1. \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc (Explainability) \u0645\u062f\u0644\u200c\u0647\u0627\u06cc NLP:<\/strong><\/p>\n<p>\u0627\u0635\u0644\u06cc\u200c\u062a\u0631\u06cc\u0646 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u060c \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u06a9\u0631\u062f\u0646 \u0631\u0641\u062a\u0627\u0631 RNN\u0647\u0627\u0633\u062a. \u0628\u0627 \u0646\u06af\u0627\u0634\u062a \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647 MPS\u060c \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u06cc\u0646\u0627\u0645\u06cc\u06a9 \u062f\u0627\u062e\u0644\u06cc \u0622\u0646\u200c\u0647\u0627\u060c \u0646\u062d\u0648\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0635\u062d\u06cc\u062d \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062d\u0633\u0627\u0633\u060c \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a.<\/p>\n<p><strong>\u06f2. \u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631:<\/strong><\/p>\n<p>\u0634\u0646\u0627\u062e\u062a \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644 (\u0645\u0627\u0646\u0646\u062f \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0628\u0639\u0627\u062f \u067e\u06cc\u0648\u0646\u062f \u062f\u0631 MPS \u06cc\u0627 \u0639\u0645\u0642 \u0634\u0628\u06a9\u0647 \u062f\u0631 RNN) \u067e\u0633 \u0627\u0632 \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u0646\u0642\u0637\u0647\u060c \u0633\u0648\u062f\u0645\u0646\u062f\u06cc \u0646\u062f\u0627\u0631\u062f\u060c \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u06cc \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 &#8220;\u0645\u062f\u0644 \u062d\u062f\u0627\u0642\u0644&#8221; \u06a9\u0647 \u0622\u0645\u0627\u0631\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0635\u0631\u0641 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0636\u0627\u0641\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p><strong>\u06f3. \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/strong><\/p>\n<p>\u06cc\u0627\u0641\u062a\u0647 \u0645\u0628\u0646\u06cc \u0628\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u062a\u0639\u0627\u0645\u0644 \u0628\u06cc\u0646 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 word embeddings \u06a9\u0644\u06cc\u062f \u0627\u0635\u0644\u06cc \u0628\u06cc\u0627\u0646\u06af\u0631\u06cc \u0627\u0633\u062a\u060c \u062f\u06cc\u062f\u06af\u0627\u0647 \u0645\u0627 \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0622\u0646\u0686\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0645\u0627\u0646\u0646\u062f \u0637\u0631\u0627\u062d\u06cc word embeddings \u0628\u0647\u062a\u0631 \u06cc\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 (fine-tuning) \u0645\u0624\u062b\u0631\u062a\u0631\u060c \u0634\u0648\u062f.<\/p>\n<p><strong>\u06f4. \u067e\u0644 \u0632\u062f\u0646 \u0628\u06cc\u0646 \u0641\u06cc\u0632\u06cc\u06a9 \u0648 \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631:<\/strong><\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u062f\u0631\u062e\u0634\u0627\u0646 \u0627\u0632 \u0642\u062f\u0631\u062a \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0628\u06cc\u0646\u200c\u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0627\u0633\u062a. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0632 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0628\u0646\u06cc\u0627\u062f\u06cc\u0646 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u062f\u0631\u06cc\u0686\u0647\u200c\u0627\u06cc \u0646\u0648 \u0628\u0647 \u0633\u0648\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0632 \u06cc\u06a9 \u062d\u0648\u0632\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u062d\u0648\u0632\u0647 \u062f\u06cc\u06af\u0631 \u0645\u0646\u062c\u0631 \u0634\u0648\u0646\u062f.<\/p>\n<p><strong>\u06f5. \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 NLP:<\/strong><\/p>\n<p>\u0627\u06af\u0631\u0686\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0627\u0644\u0639\u0647 \u0628\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0686\u0627\u0631\u0686\u0648\u0628 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 NLP \u0645\u0627\u0646\u0646\u062f \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0646\u060c \u0648 \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0648\u0627\u0644 \u0631\u0627 \u062f\u0627\u0631\u062f. \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 RNN\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc: \u0634\u0641\u0627\u0641\u06cc\u062a \u062f\u0631 \u0642\u0644\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0632\u0628\u0627\u0646<\/h2>\n<p>\u0645\u0642\u0627\u0644\u0647 &#8220;\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc&#8221; \u06cc\u06a9 \u06af\u0627\u0645 \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u062c\u0647\u062a \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0639\u0644\u0645\u06cc\u200c\u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f. \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0646\u06af\u0627\u0634\u062a \u06a9\u0644\u0627\u0633 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0632 RNN\u0647\u0627 (RACs) \u0628\u0647 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc (MPS) \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0631\u0647\u0645\u200c\u062a\u0646\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u067e\u0631\u062f\u0647 \u0627\u0632 \u0631\u0627\u0632\u0647\u0627\u06cc \u0646\u062d\u0648\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u062a\u0648\u0633\u0637 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f.<\/p>\n<p>\u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062f\u06cc\u062f\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0631\u0627 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0645\u06cc\u200c\u06a9\u0634\u0646\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u062a\u0635\u0648\u0631 \u063a\u0627\u0644\u0628 \u06a9\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a RNN\u0647\u0627 \u0631\u0627 \u0645\u0646\u062d\u0635\u0631\u0627\u064b \u0628\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u062d\u0641\u0638 \u0648 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0631 \u0641\u0648\u0627\u0635\u0644 \u0637\u0648\u0644\u0627\u0646\u06cc \u0646\u0633\u0628\u062a \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u06a9\u200c\u0644\u0627\u06cc\u0647\u200c\u0627\u06cc\u060c \u062a\u0639\u0627\u0645\u0644 \u0638\u0631\u06cc\u0641 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u06cc\u0646 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0645\u0639\u0646\u0627\u06cc\u06cc \u06a9\u0644\u0645\u0627\u062a (word embeddings) \u0646\u0642\u0634\u06cc \u062d\u06cc\u0627\u062a\u06cc\u200c\u062a\u0631 \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 &#8220;\u0631\u0642\u0635&#8221; \u0638\u0631\u06cc\u0641\u060c \u0645\u0646\u0628\u0639 \u0627\u0635\u0644\u06cc \u0628\u06cc\u0627\u0646\u06af\u0631\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0622\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0632\u0628\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u0645\u0647\u0645\u060c \u062a\u0623\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0628\u06cc\u200c\u0631\u0648\u06cc\u0647 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644\u060c \u0647\u0645\u06cc\u0634\u0647 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0646\u062c\u0631 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f. \u0645\u0641\u0647\u0648\u0645 &#8220;\u0645\u062f\u0644 \u062d\u062f\u0627\u0642\u0644&#8221; \u06a9\u0647 \u0628\u0647\u06cc\u0646\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062a\u0648\u0635\u06cc\u0641 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0627\u0631\u062f\u060c \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0647\u0645\u06cc \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0633\u0628\u06a9\u200c\u062a\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062f\u0642\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0627 (\u062d\u062f\u0648\u062f \u06f9\u06f9\u066a) \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u06cc (\u0645\u0627\u0646\u0646\u062f EE) \u06a9\u0647 \u0628\u0647 \u0638\u0627\u0647\u0631 \u0645\u062d\u062f\u0648\u062f \u0647\u0633\u062a\u0646\u062f\u060c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0641\u0639\u0644\u06cc \u062f\u0631 \u062f\u0631\u06a9 \u0645\u0627 \u0627\u0632 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0627\u0632\u0646\u06af\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0647 \u067e\u06cc\u0634\u0628\u0631\u062f \u0645\u0631\u0632\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 \u0627\u0632 \u0647\u0645\u200c\u0627\u0641\u0632\u0627\u06cc\u06cc \u0645\u06cc\u0627\u0646 \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0641\u06cc\u0632\u06cc\u06a9 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0648 \u0639\u0644\u0648\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u0627\u0633\u062a. \u0627\u0645\u06cc\u062f \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u062a\u062d\u0644\u06cc\u0644\u06cc\u060c \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc NLP \u0646\u0647 \u062a\u0646\u0647\u0627 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u060c \u0628\u0644\u06a9\u0647 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631\u060c \u0642\u0627\u0628\u0644 \u062a\u0641\u0633\u06cc\u0631\u062a\u0631 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631 \u0647\u0645\u0648\u0627\u0631 \u0633\u0627\u0632\u062f.<\/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 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627 \u062d\u0627\u0644\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Jirawat Tangpanitanon, Chanatip Mangkang, Pradeep [&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 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