{"id":224736,"date":"2025-11-03T03:38:07","date_gmt":"2025-11-03T04:38:07","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2204-03503\/"},"modified":"2025-11-03T03:38:07","modified_gmt":"2025-11-03T04:38:07","slug":"2204-03503","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2204-03503\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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;\">\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627<\/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;\">Stefan Haller, Adina Aldea, Christin Seifert, Nicola Strisciuglio<\/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,Machine Learning<\/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>\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627<\/h1>\n<div class='section-box'>\n<h2>\u06f1. \u0645\u0639\u0631\u0641\u06cc \u0645\u0642\u0627\u0644\u0647 \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646<\/h2>\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0631\u0648 \u0628\u0647 \u0631\u0634\u062f \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0641\u0631\u0627\u06cc\u0646\u062f\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646\u060c \u0686\u0627\u0644\u0634\u06cc \u0627\u0633\u0627\u0633\u06cc \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u0648 \u067e\u0631\u0627\u0647\u0645\u06cc\u062a \u062f\u0631 \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0627\u0633\u062a\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0645\u0627\u0647\u06cc\u062a\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0648 \u062a\u0648\u0635\u06cc\u0641\u06cc \u062f\u0627\u0631\u0646\u062f. \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 (Automated Short Answer Grading &#8211; ASAG) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0647\u200c\u062d\u0644\u06cc \u0641\u0646\u0627\u0648\u0631\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0645\u0637\u0631\u062d \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 \u00ab\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627\u00bb \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0639\u0645\u06cc\u0642 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u0627\u0647\u0645\u06cc\u062a \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0646\u0648\u06cc\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0638\u0647\u0648\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u0642\u0648\u062a \u06af\u0631\u0641\u062a\u0647\u200c\u0627\u0646\u062f\u060c \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u0627\u0645\u0639 \u0645\u0648\u0631\u062f \u06a9\u0627\u0648\u0634 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u062a\u062d\u0644\u06cc\u0644 \u062c\u0627\u0645\u0639 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0641\u0631\u0627\u06cc\u0646\u062f \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0631\u0648\u0631\u060c \u0645\u06a9\u0645\u0644 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u067e\u06cc\u0634\u06cc\u0646 \u0627\u0633\u062a \u0648 \u062a\u0645\u0631\u06a9\u0632 \u0648\u06cc\u0698\u0647\u200c\u0627\u06cc \u0628\u0631 \u06af\u0630\u0627\u0631 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc \u0628\u0647 \u0633\u0645\u062a \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634 (Representation Learning) \u062f\u0627\u0631\u062f\u061b \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0642\u0627\u062f\u0631\u0646\u062f \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0632 \u062d\u062c\u0645 \u0627\u0646\u0628\u0648\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f.<\/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 \u062d\u0627\u0635\u0644 \u062a\u0644\u0627\u0634 \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0631\u062c\u0633\u062a\u0647 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u0634\u0627\u0645\u0644 <span class='highlight'>Stefan Haller\u060c Adina Aldea\u060c Christin Seifert \u0648 Nicola Strisciuglio<\/span> \u0627\u0633\u062a. \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642 \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u062f\u0631 \u062a\u0642\u0627\u0637\u0639 \u062f\u0648 \u062d\u0648\u0632\u0647 \u0627\u0635\u0644\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f: <\/p>\n<ul>\n<li><span class='highlight'>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u0632\u0628\u0627\u0646 (Computation and Language):<\/span> \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646.<\/li>\n<li><span class='highlight'>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (Artificial Intelligence):<\/span> \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0647 \u0647\u0648\u0634 \u0627\u0646\u0633\u0627\u0646\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u062f\u0631\u06a9 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0632\u0628\u0627\u0646.<\/li>\n<li><span class='highlight'>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine Learning):<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u062f\u0648\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u0635\u0631\u06cc\u062d \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u060c \u0628\u0631 \u0631\u0648\u06cc \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f \u0648 \u0628\u0627 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc NLP \u0648 ML\u060c \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0646\u0648\u06cc\u0646\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\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>\u0686\u06a9\u06cc\u062f\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u06cc\u0627\u0646\u06af\u0631 \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0627\u0633\u062a: \u00ab\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 (ASAG) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646\u060c \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u062a\u0623\u062b\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631 \u062d\u0648\u0632\u0647 ASAG \u06af\u0630\u0627\u0634\u062a\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0645\u0627 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0627\u062e\u06cc\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0645\u0627 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u062a\u062d\u0644\u06cc\u0644\u06cc \u062c\u0627\u0645\u0639 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u0627\u064b \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u06a9\u0647 \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0646\u0638\u0631\u0633\u0646\u062c\u06cc\u200c\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u0645\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc \u0628\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634\u060c \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u06cc\u0641\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f\u060c \u0645\u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0645\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u062f\u0631 \u0633\u0647 \u062f\u0633\u062a\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645: Word Embedding \u0647\u0627\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc (Sequential Models) \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 (Attention-based Methods). \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0634\u06cc\u0648\u0647\u200c\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0633\u0627\u06cc\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc NLP \u0628\u0631 ASAG \u062a\u0623\u062b\u06cc\u0631 \u06af\u0630\u0627\u0634\u062a\u0647 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0645\u062a\u0648\u062c\u0647 \u0634\u062f\u06cc\u0645 \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0628\u0647 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u06a9\u0645\u06a9 \u0646\u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u06a9\u0645\u0644 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u062a\u0648\u0633\u0637 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u062d\u0627\u0635\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc \u0631\u0627 \u0628\u0627 \u0642\u062f\u0631\u062a \u062a\u0648\u0635\u06cc\u0641\u0627\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u060c \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0645\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u062c\u0647\u062a\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645.\u00bb<\/p>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Word Embedding\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0648 \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u060c \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f. \u0646\u06a9\u062a\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u06cc\u0627\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062f\u0627\u0646\u0634 \u062a\u062e\u0635\u0635\u06cc (\u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc) \u0648 \u0642\u062f\u0631\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647) \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0645\u06cc\u200c\u0634\u0648\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>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0631\u0648\u0631\u06cc \u062c\u0627\u0645\u0639 \u0631\u0627 \u0627\u062a\u062e\u0627\u0630 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9 \u0645\u0642\u0627\u0644\u0627\u062a \u0639\u0644\u0645\u06cc \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u067e\u0631\u062f\u0627\u062e\u062a\u0647\u200c\u0627\u0646\u062f. \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u0686\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f:<\/p>\n<ul>\n<li><strong>\u0628\u0631\u0631\u0633\u06cc \u067e\u06cc\u0634\u06cc\u0646\u0647\u200c\u0647\u0627 \u0648 \u0627\u062f\u0628\u06cc\u0627\u062a \u062a\u062d\u0642\u06cc\u0642:<\/strong> \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 \u0645\u0631\u0627\u062c\u0639\u0647 \u0628\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0642\u0628\u0644\u06cc\u060c \u0645\u0633\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 ASAG \u0637\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062a\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062f\u0631\u0646\u060c \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642:<\/strong> \u0628\u062e\u0634 \u0639\u0645\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u062a\u0634\u0631\u06cc\u062d \u0648 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 ASAG \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0628\u0647 \u0633\u0647 \u062f\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647\u200c\u0627\u0646\u062f:\n<ul>\n<li><span class='highlight'>Word Embeddings:<\/span> \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc\u06cc \u062f\u0631 \u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0686\u0646\u062f\u0628\u0639\u062f\u06cc \u0646\u06af\u0627\u0634\u062a \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u0628\u0627 \u0645\u0639\u0627\u0646\u06cc \u0645\u0634\u0627\u0628\u0647\u060c \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0647\u0645 \u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u0634\u062a. \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Word2Vec\u060c GloVe \u0648 FastText \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 capture \u06a9\u0631\u062f\u0646 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0646\u062d\u0648\u06cc \u0628\u06cc\u0646 \u06a9\u0644\u0645\u0627\u062a \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc (Sequential Models):<\/span> \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RNNs) \u0648 \u062d\u0627\u0641\u0638\u0647 \u0637\u0648\u0644\u0627\u0646\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTMs)\u060c \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u0645\u0644\u0627\u062a \u0648 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641\u200c\u0647\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0622\u0646\u200c\u0647\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062f\u0631\u06a9 \u062a\u0631\u062a\u06cc\u0628 \u06a9\u0644\u0645\u0627\u062a \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0645\u062a\u0646 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 (Attention-based Methods):<\/span> \u0627\u06cc\u0646 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645\u200c\u0647\u0627 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u06cc\u0627 \u0645\u062a\u0646\u060c \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u0647\u0645\u200c\u062a\u0631 \u0622\u0646 \u00ab\u062a\u0648\u062c\u0647\u00bb \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u0634\u0627\u0646 \u062f\u0647\u062f. \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 (Transformers) \u0646\u0645\u0648\u0646\u0647 \u0628\u0627\u0631\u0632 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0647 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062e\u0648\u062f-\u062a\u0648\u062c\u0647 (Self-Attention) \u0628\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0647\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u062f\u0631 NLP \u062f\u0633\u062a \u06cc\u0627\u0641\u062a\u0647\u200c\u0627\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062d\u0644\u06cc\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647\u200c\u0627\u06cc:<\/strong> \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc\u200c\u062a\u0631 (\u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc) \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f.<\/li>\n<li><strong>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0648 \u0636\u0639\u0641:<\/strong> \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634\u0646\u06cc \u0628\u06cc\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0647\u0645\u06cc\u0634\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0646\u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc\u060c \u06a9\u0644\u06cc\u062f \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u0633\u062a.<\/li>\n<li><strong>\u0627\u0631\u0627\u0626\u0647 \u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632 \u0622\u06cc\u0646\u062f\u0647:<\/strong> \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0648 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u062a\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/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>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0686\u0646\u062f\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0633\u062a \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631\u06a9 \u0645\u0627 \u0631\u0627 \u0627\u0632 ASAG \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u06af\u0630\u0627\u0631 \u0627\u0632 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0633\u062a\u06cc \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634:<\/span> \u0627\u0635\u0644\u06cc\u200c\u062a\u0631\u06cc\u0646 \u062a\u062d\u0648\u0644 \u062f\u0631 ASAG\u060c \u062d\u0631\u06a9\u062a \u0627\u0632 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u200c\u0633\u0627\u0632 (\u0645\u0627\u0646\u0646\u062f \u0634\u0628\u0627\u0647\u062a \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0637\u0648\u0644 \u062c\u0645\u0644\u0647 \u0648 \u063a\u06cc\u0631\u0647) \u0628\u0647 \u0633\u0645\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u06cc\u200c\u0622\u0645\u0648\u0632\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u062f\u0642\u062a \u0628\u06cc\u0634\u062a\u0631 \u0645\u062f\u0644\u200c\u0647\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><span class='highlight'>\u06a9\u0627\u0631\u0627\u06cc\u06cc Word Embeddings:<\/span> Word Embeddings \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u0645\u0639\u0646\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0634\u0628\u0627\u0647\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u067e\u0627\u0633\u062e \u062f\u0627\u0646\u0634\u062c\u0648 \u0648 \u067e\u0627\u0633\u062e \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0624\u062b\u0631 \u0627\u0633\u062a. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u067e\u0627\u0633\u062e \u062f\u0627\u0646\u0634\u062c\u0648 \u0627\u0632 \u0648\u0627\u0698\u0647 \u00ab\u0647\u0648\u0634\u0645\u0646\u062f\u00bb \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u0648 \u067e\u0627\u0633\u062e \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0627\u0632 \u00ab\u0628\u0627\u0647\u0648\u0634\u00bb\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Word Embedding \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u062f\u0648 \u0648\u0627\u0698\u0647 \u0631\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0646\u0632\u062f\u06cc\u06a9\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc\u200c\u0634\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0642\u062f\u0631\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0648 \u062a\u0648\u062c\u0647:<\/span> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628\u06cc \u0648 \u0628\u0647 \u062e\u0635\u0648\u0635 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 (\u0645\u0627\u0646\u0646\u062f \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627) \u062f\u0631 \u062f\u0631\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062c\u0645\u0644\u0627\u062a \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0648\u0631\u0628\u0631\u062f \u0645\u0624\u062b\u0631 \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0632 \u0645\u0646\u0637\u0642 \u0648 \u0627\u0646\u0633\u062c\u0627\u0645 \u062f\u0627\u0631\u0646\u062f\u060c \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a.<\/li>\n<li><span class='highlight'>\u0627\u0647\u0645\u06cc\u062a \u062a\u0631\u06a9\u06cc\u0628 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627:<\/span> \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0646\u0645\u06cc\u200c\u062f\u0647\u062f. \u062f\u0631 \u0639\u0648\u0636\u060c \u0646\u062a\u0627\u06cc\u062c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u062f\u0633\u062a\u06cc (\u06a9\u0647 \u062f\u0627\u0646\u0634 \u062a\u062e\u0635\u0635\u06cc \u062d\u0648\u0632\u0647 \u0631\u0627 \u0645\u0646\u0639\u06a9\u0633 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f) \u0648 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 (\u0645\u0627\u0646\u0646\u062f \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627)\u060c \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u062f\u0642\u062a \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u062f\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0647\u0645\u0686\u0646\u0627\u0646 \u0646\u0642\u0634 \u062a\u062c\u0631\u0628\u0647 \u0648 \u062f\u0627\u0646\u0634 \u0627\u0646\u0633\u0627\u0646\u06cc \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc ASAG \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a.<\/li>\n<li><span class='highlight'>\u062a\u0623\u062b\u06cc\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631 ASAG:<\/span> \u0628\u0631\u062e\u0644\u0627\u0641 \u0628\u0631\u062e\u06cc \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc NLP \u06a9\u0647 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u062a\u062d\u0648\u0644\u0627\u062a \u0628\u0632\u0631\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u062f\u0631 ASAG\u060c \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0646\u0642\u0634 \u0645\u06a9\u0645\u0644 \u0631\u0627 \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0628\u0627 \u062f\u0627\u0646\u0634 \u0633\u0646\u062a\u06cc\u200c\u062a\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u062a\u0627 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u0637\u0644\u0648\u0628 \u062f\u0633\u062a \u06cc\u0627\u0628\u0646\u062f.<\/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>\u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0633\u0646\u062c\u0634 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0631\u0646\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u06a9\u0627\u0647\u0634 \u0628\u0627\u0631 \u06a9\u0627\u0631\u06cc \u0627\u0633\u0627\u062a\u06cc\u062f:<\/span> \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0641\u0631\u0627\u06cc\u0646\u062f \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647\u060c \u0632\u0645\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u0627\u0632 \u062f\u0648\u0634 \u0627\u0633\u0627\u062a\u06cc\u062f \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f \u0648 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u0631 \u062a\u062f\u0631\u06cc\u0633\u060c \u067e\u0698\u0648\u0647\u0634 \u0648 \u062a\u0639\u0627\u0645\u0644 \u0641\u0631\u062f\u06cc \u0628\u0627 \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u062a\u0645\u0631\u06a9\u0632 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0633\u0631\u06cc\u0639 \u0648 \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a:<\/span> \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0646\u06cc \u0648 \u0628\u0627 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0639\u0627\u0644\u200c\u062a\u0631 \u0648 \u0627\u0635\u0644\u0627\u062d \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0634\u062a\u0628\u0627\u0647\u0627\u062a \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631:<\/span> \u062f\u0631 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u06cc\u0627 \u0628\u0632\u0631\u06af\u060c \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0633\u062a\u06cc \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0639\u0645\u0644\u0627\u064b \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a. ASAG \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062d\u062a\u06cc \u0628\u0627 \u062f\u0647\u200c\u0647\u0627 \u0647\u0632\u0627\u0631 \u062f\u0627\u0646\u0634\u062c\u0648\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0624\u062b\u0631 \u0648 \u0633\u0631\u06cc\u0639 \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.<\/li>\n<li><span class='highlight'>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u0648 \u06a9\u0627\u0647\u0634 \u0633\u0648\u06af\u06cc\u0631\u06cc:<\/span> \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u060c \u062f\u0631 \u0635\u0648\u0631\u062a \u0637\u0631\u0627\u062d\u06cc \u0635\u062d\u06cc\u062d\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0633\u0648\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u0646\u0627\u062e\u0648\u0627\u0633\u062a\u0647 \u0631\u062e \u062f\u0647\u062f\u060c \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0642\u062a \u0648 \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u0646\u062f.<\/li>\n<li><span class='highlight'>\u062a\u062d\u0644\u06cc\u0644 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0627\u0646\u0634\u062c\u0648:<\/span> \u0628\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646 \u0627\u0632 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0646\u200c\u0647\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u060c \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u0645\u0634\u062a\u0631\u06a9 \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u06cc\u06a9 \u062f\u0648\u0631\u0647 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0632\u06cc\u0633\u062a\u200c\u0634\u0646\u0627\u0633\u06cc\u060c \u0633\u0648\u0627\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u00ab\u0686\u0631\u062e\u0647 \u06a9\u0631\u0628\u0633 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u06cc\u062f\u00bb \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f. \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 ASAG \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u062f\u0631\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u00abATP\u00bb\u060c \u00ab\u0627\u0633\u062a\u06cc\u0644 \u06a9\u0648\u0622\u0646\u0632\u06cc\u0645 A\u00bb\u060c \u00ab\u0627\u06a9\u0633\u06cc\u062f\u0627\u0633\u06cc\u0648\u0646\u00bb \u0648 \u062a\u0648\u0627\u0644\u06cc \u0645\u0631\u0627\u062d\u0644\u060c \u067e\u0627\u0633\u062e \u062f\u0627\u0646\u0634\u062c\u0648 \u0631\u0627 \u0628\u0627 \u067e\u0627\u0633\u062e \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u062f \u0648 \u062d\u062a\u06cc \u0627\u06af\u0631 \u062f\u0627\u0646\u0634\u062c\u0648 \u0627\u0632 \u0648\u0627\u0698\u06af\u0627\u0646 \u062f\u0642\u06cc\u0642 \u0639\u0644\u0645\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u0634\u0627\u0628\u0647\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0645\u0641\u0647\u0648\u0645 \u0631\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u062a\u06cc\u0627\u0632 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0647 \u0627\u0648 \u0627\u0639\u0637\u0627 \u06a9\u0646\u062f.<\/p>\n<\/p><\/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 \u00ab\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627\u00bb \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u062c\u0647\u0634 \u0628\u0632\u0631\u06af\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062d\u0648\u0632\u0647 ASAG \u0628\u0627 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u062c\u0631\u0628\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u06cc\u0627\u0641\u062a\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0628\u0646\u06cc \u0628\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0634\u062f\u0647 \u0648 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647\u060c \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0647 \u0627\u0631\u0645\u063a\u0627\u0646 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f\u060c \u06cc\u06a9 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0648\u0627\u0642\u0639\u200c\u0628\u06cc\u0646\u0627\u0646\u0647 \u0648 \u0639\u0645\u0644\u200c\u06af\u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0631\u0648\u0646\u062f \u062a\u062d\u0648\u0644\u0627\u062a \u062f\u0631 ASAG \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0634\u0631\u06cc\u062d \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u062a\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u062f. \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u0646\u0638\u06cc\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0631\u0627\u0648\u0627\u0646\u060c \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u06cc\u0627 \u062e\u0627\u0631\u062c \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631\u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u062f\u0627\u0644\u062a \u0648 \u0639\u062f\u0645 \u062a\u0628\u0639\u06cc\u0636 \u062f\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062a\u0648\u062c\u0647 \u0648 \u0646\u0648\u0622\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f. \u0628\u0627 \u0627\u062f\u0627\u0645\u0647 \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647\u0628\u0648\u062f \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u062f\u0627\u0646\u0634 \u0633\u0646\u062a\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc ASAG \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631\u06cc \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0622\u0645\u0648\u0632\u0634\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0646\u062f \u0648 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 [&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":[76352,107,189361,141537,143578,1840,1961,42952,137738,19,1675,1145,189362,1151,6671,141859,49487,15207,144716,50390,189360,38634,137340,189358,1671,189359,60717,1835,137490,166445,186035,261,138166,674,267],"class_list":{"0":"post-224736","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-arxiv","7":"product_cat-137318","8":"product_tag-ai-in-education","9":"product_tag-artificial-intelligence","10":"product_tag-asag","11":"product_tag-assessment","12":"product_tag-automated-grading","13":"product_tag-deep-learning","14":"product_tag-e-learning","15":"product_tag-education","16":"product_tag-language-modeling","17":"product_tag-machine-learning","18":"product_tag-natural-language-processing","19":"product_tag-neural-networks","20":"product_tag-new-education-methods","21":"product_tag-nlp","22":"product_tag-online-education","23":"product_tag-scientific-papers","24":"product_tag-transformer","25":"product_tag-transformers","26":"product_tag-word-embedding","27":"product_tag-50390","28":"product_tag-----automated-short-answer-grading","29":"product_tag-38634","30":"product_tag-137340","31":"product_tag-189358","32":"product_tag-1671","33":"product_tag-189359","34":"product_tag-60717","35":"product_tag-1835","36":"product_tag-137490","37":"product_tag-166445","38":"product_tag-186035","39":"product_tag-261","40":"product_tag-138166","41":"product_tag-674","42":"product_tag-267","43":"pmpro-has-access","44":"desktop-align-left","45":"tablet-align-left","46":"mobile-align-left","48":"first","49":"instock","50":"downloadable","51":"virtual","52":"purchasable","53":"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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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\/2204-03503\/\" \/>\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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/2204-03503\/\" \/>\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\/2204-03503\/\",\"url\":\"https:\/\/express24.ir\/d\/product\/2204-03503\/\",\"name\":\"\u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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\":\"2025-11-03T04:38:07+00:00\",\"dateModified\":\"2025-11-03T04:38:07+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/express24.ir\/d\/product\/2204-03503\/#breadcrumb\"},\"inLanguage\":\"fa-IR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/express24.ir\/d\/product\/2204-03503\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/express24.ir\/d\/product\/2204-03503\/#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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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\/2204-03503\/","og_locale":"fa_IR","og_type":"article","og_title":"\u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 [&hellip;]","og_url":"https:\/\/express24.ir\/d\/product\/2204-03503\/","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\/2204-03503\/","url":"https:\/\/express24.ir\/d\/product\/2204-03503\/","name":"\u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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":"2025-11-03T04:38:07+00:00","dateModified":"2025-11-03T04:38:07+00:00","breadcrumb":{"@id":"https:\/\/express24.ir\/d\/product\/2204-03503\/#breadcrumb"},"inLanguage":"fa-IR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/express24.ir\/d\/product\/2204-03503\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/express24.ir\/d\/product\/2204-03503\/#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 \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642: \u0627\u0632 Word Embedding \u062a\u0627 Transformer\u0647\u0627 \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\/224736","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=224736"}],"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=224736"}],"wp:term":[{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=224736"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=224736"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}