{"id":221348,"date":"2025-11-02T03:27:47","date_gmt":"2025-11-02T04:27:47","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2108-06209\/"},"modified":"2025-11-02T03:27:47","modified_gmt":"2025-11-02T04:27:47","slug":"2108-06209","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2108-06209\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 W2v-BERT: \u062a\u0631\u06a9\u06cc\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631 \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;\">W2v-BERT: \u062a\u0631\u06a9\u06cc\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631<\/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;\">Yu-An Chung, Yu Zhang, Wei Han, Chung-Cheng Chiu, James Qin, Ruoming Pang, Yonghui Wu<\/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;\">Machine Learning,Sound,Audio and Speech Processing<\/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>W2v-BERT: \u062a\u0631\u06a9\u06cc\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631<\/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 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u06cc\u06a9\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u06af\u0627\u0645 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0645\u0648\u0641\u0642\u06cc\u062a \u0686\u0634\u0645\u06af\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u0632\u0631\u06af \u062f\u0631 \u062f\u0631\u06a9 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u060c \u0627\u0644\u0647\u0627\u0645\u200c\u0628\u062e\u0634 \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0648\u0634 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0645\u0627\u0646\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u0642\u0627\u0644\u0647 &#8220;W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self-Supervised Speech Pre-Training&#8221; \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646\u06cc \u0627\u0632 Google \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0648 \u06af\u0627\u0645\u06cc \u0645\u0647\u0645 \u062f\u0631 \u062c\u0647\u062a \u0627\u0631\u062a\u0642\u0627\u06cc \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u062f\u0631 \u0641\u0647\u0645 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u0627\u0646\u0633\u0627\u0646 \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u0647\u0645\u06cc\u062a \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u062f\u0631 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc (representations) \u063a\u0646\u06cc \u0648 \u0645\u0641\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0633\u062a\u06cc \u0627\u0633\u062a. \u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0633\u062a\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 (\u0645\u0627\u0646\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646) \u0628\u0633\u06cc\u0627\u0631 \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u0627\u0633\u062a. \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc\u060c \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0631\u0627 \u062f\u0648\u0631 \u0645\u06cc\u200c\u0632\u0646\u062f \u0648 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631\u060c \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u062f\u0627\u0646\u0634 \u0632\u0628\u0627\u0646\u06cc \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f. W2v-BERT \u0628\u0627 \u0627\u062f\u063a\u0627\u0645 \u062f\u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u060c \u06cc\u0639\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f (Contrastive Learning) \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 (Masked Language Modeling &#8211; MLM)\u060c \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0646\u0648\u06cc\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u062c\u062f\u06cc\u062f \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u062a\u062c\u0631\u0628\u06cc \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u062c\u0633\u062a\u0647 \u0622\u0646 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0641\u0639\u0644\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0633\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u06af\u0648\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u062a\u0631\u060c \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0635\u0648\u062a\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0647\u0645\u0648\u0627\u0631 \u0633\u0627\u0632\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 \u0646\u062a\u06cc\u062c\u0647 \u062a\u0644\u0627\u0634 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0631\u062c\u0633\u062a\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>Yu-An Chung<\/li>\n<li>Yu Zhang<\/li>\n<li>Wei Han<\/li>\n<li>Chung-Cheng Chiu<\/li>\n<li>James Qin<\/li>\n<li>Ruoming Pang<\/li>\n<li>Yonghui Wu<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u06cc\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc\u060c \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u06cc\u06af\u0646\u0627\u0644\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0648 \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u062f\u0627\u0631\u0646\u062f. \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c &#8220;\u067e\u0631\u062f\u0627\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631&#8221; (Self-Supervised Speech Processing) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0628\u0627 \u0647\u062f\u0641 \u063a\u0644\u0628\u0647 \u0628\u0631 \u0686\u0627\u0644\u0634 \u06a9\u0645\u0628\u0648\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u062f\u0627\u0631\u060c \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u0635\u0648\u062a\u06cc\u060c \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0633\u067e\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06af\u0648\u06cc\u0646\u062f\u0647\u060c \u062a\u0648\u0644\u06cc\u062f \u06af\u0641\u062a\u0627\u0631 \u0648 \u063a\u06cc\u0631\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<p>\u0627\u0644\u0647\u0627\u0645\u200c\u0628\u062e\u0634\u06cc \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0627\u0632 \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0647\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631 \u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0646\u0638\u06cc\u0631 BERT (Bidirectional Encoder Representations from Transformers) \u062d\u0627\u0635\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. BERT \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647\u060c \u062a\u0648\u0627\u0646\u0633\u062a \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u062f\u0631 \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. W2v-BERT \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0627\u06cc\u0646 \u0645\u0648\u0641\u0642\u06cc\u062a \u0631\u0627 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u062a\u0633\u0631\u06cc \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 \u0637\u0648\u0631 \u0645\u0648\u062c\u0632 \u0647\u062f\u0641\u060c \u0631\u0648\u0634 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0627\u0635\u0644\u06cc \u067e\u0698\u0648\u0647\u0634 \u0631\u0627 \u0628\u06cc\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0646 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p><strong>\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc<\/strong>: \u062a\u0648\u0633\u0639\u0647 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647\u060c \u0628\u0627 \u0647\u062f\u0641 \u06a9\u0633\u0628 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u063a\u0646\u06cc \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f.<\/p>\n<p><strong>\u0686\u0627\u0644\u0634<\/strong>: \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f \u0627\u0632 \u0633\u06cc\u06af\u0646\u0627\u0644\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0628\u062f\u0648\u0646 \u0627\u062a\u06a9\u0627 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u06cc.<\/p>\n<p><strong>\u0631\u0627\u0647\u06a9\u0627\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc (W2v-BERT)<\/strong>: \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0631\u0627 \u0647\u0645\u0632\u0645\u0627\u0646 \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 (end-to-end) \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<ul>\n<li><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f<\/strong>: \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u06af\u0633\u0633\u062a\u0647\u200c\u0633\u0627\u0632\u06cc (discretization) \u0633\u06cc\u06af\u0646\u0627\u0644\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u0627\u0632 &#8220;\u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc&#8221; (speech tokens) \u0642\u0627\u0628\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627 \u0648\u0627\u062f\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644 \u0628\u0647 \u062a\u0645\u0627\u06cc\u0632 \u0642\u0627\u0626\u0644 \u0634\u062f\u0646 \u0628\u06cc\u0646 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0646\u0641\u06cc (\u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0635\u0646\u0648\u0639\u06cc) \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 (MLM)<\/strong>: \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u062f\u0644 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u0632\u0645\u06cc\u0646\u0647\u200c\u0645\u0646\u062f (contextualized) \u0631\u0627 \u0628\u0627 \u062d\u0644 \u06cc\u06a9 \u0648\u0638\u06cc\u0641\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u067e\u0648\u0634\u06cc\u062f\u0647 \u0634\u062f\u0647 (masking) \u0641\u0631\u0627 \u0628\u06af\u06cc\u0631\u062f. \u0627\u06cc\u0646 \u0648\u0638\u06cc\u0641\u0647 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0628\u062e\u0634 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u0646\u0648\u0622\u0648\u0631\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/strong>: \u0628\u0631\u062e\u0644\u0627\u0641 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u06cc\u0646 \u06a9\u0647 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0628\u0627\u0632\u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0628\u0627\u0632\u0622\u0645\u0648\u0632\u06cc (\u0645\u0627\u0646\u0646\u062f HuBERT) \u06cc\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 (\u0645\u0627\u0646\u0646\u062f vq-wav2vec) \u0628\u0648\u062f\u0646\u062f\u060c W2v-BERT \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0648 \u062f\u0631 \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f &#8220;\u06cc\u06a9\u067e\u0627\u0631\u0686\u0647&#8221; (end-to-end) \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p><strong>\u0646\u062a\u0627\u06cc\u062c<\/strong>: \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 LibriSpeech \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a Libri-Light 60k \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 W2v-BERT \u0646\u062a\u0627\u06cc\u062c \u0631\u0642\u0627\u0628\u062a\u06cc \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0641\u0639\u0644\u06cc \u06a9\u0633\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Conformer-based wav2vec 2.0 \u0648 HuBERT\u060c W2v-BERT \u06a9\u0627\u0647\u0634 \u06f5\u066a \u062a\u0627 \u06f1\u06f0\u066a \u062f\u0631 \u0646\u0631\u062e \u062e\u0637\u0627\u06cc \u06a9\u0644\u0645\u0647 (WER) \u062f\u0631 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc test-clean \u0648 test-other \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af\u062a\u0631 \u0648 \u0648\u0627\u0642\u0639\u06cc\u200c\u062a\u0631 (Google&#8217;s Voice Search traffic dataset)\u060c W2v-BERT \u0628\u06cc\u0634 \u0627\u0632 \u06f3\u06f0\u066a \u06a9\u0627\u0647\u0634 \u0646\u0633\u0628\u06cc \u062f\u0631 WER \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u062f\u0644 \u062f\u0627\u062e\u0644\u06cc Conformer-based wav2vec 2.0 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f4. \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc W2v-BERT \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0627\u062f\u063a\u0627\u0645 \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u062f\u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0646\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0647\u0631 \u062f\u0648 \u0631\u0648\u0634 \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0647\u062f.<\/p>\n<p><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0635\u0644\u06cc<\/strong>: W2v-BERT \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc Transformer \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062f\u0631\u0646 NLP \u0648 \u06af\u0641\u062a\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0641\u0642 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0648\u0631\u0648\u062f\u06cc \u0645\u062f\u0644\u060c \u0633\u06cc\u06af\u0646\u0627\u0644 \u0635\u0648\u062a\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0632\u0645\u0627\u0646\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644: \u06af\u0633\u0633\u062a\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f<\/strong>:<\/p>\n<ul>\n<li>\u0647\u062f\u0641 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0646\u0645\u0627\u062f\u0647\u0627\u06cc \u0645\u062c\u0632\u0627 (\u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u062a\u0642\u0644\u06cc\u062f \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f &#8220;\u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646&#8221; (quantization) \u062f\u0631 \u0633\u06cc\u06af\u0646\u0627\u0644\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0628\u0647 \u062c\u0627\u06cc \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645\u060c \u0645\u062f\u0644 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u062f (codebook) \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u062f.<\/li>\n<li><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f<\/strong>: \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u0645\u062f\u0644 \u0628\u0627 \u062f\u0648 \u0646\u0648\u0639 \u0646\u0645\u0648\u0646\u0647 \u0645\u0648\u0627\u062c\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f: \u0646\u0645\u0648\u0646\u06c0 &#8220;\u0645\u062b\u0628\u062a&#8221; (\u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06af\u0641\u062a\u0627\u0631) \u0648 \u0646\u0645\u0648\u0646\u06c0 &#8220;\u0645\u0646\u0641\u06cc&#8221; (\u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0632 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0633\u06cc\u06af\u0646\u0627\u0644 \u06cc\u0627 \u0627\u0632 \u062f\u06cc\u06af\u0631 \u0633\u06cc\u06af\u0646\u0627\u0644\u200c\u0647\u0627 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647\u200c\u0627\u0646\u062f). \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0632 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0645\u0646\u0641\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062a\u0645\u0627\u06cc\u0632\u06a9\u0646\u0646\u062f\u0647 \u0648 \u0645\u0639\u0646\u06cc\u200c\u062f\u0627\u0631\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 \u0631\u0627 \u062f\u0631 \u062e\u0648\u062f \u062c\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f.<\/li>\n<li>\u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645 \u06cc\u0627 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0641\u0631\u06cc\u0645\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 \u062f\u0648\u0645: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0632\u0645\u06cc\u0646\u0647\u200c\u0645\u0646\u062f \u0628\u0627 MLM<\/strong>:<\/p>\n<ul>\n<li>\u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u0647 \u0634\u062f\u062a \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f BERT \u062f\u0631 NLP \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0627\u06cc \u0627\u0632 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647 (\u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644) \u0628\u0647 \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u067e\u0648\u0634\u0627\u0646\u062f\u0646 (Masking)<\/strong>: \u0645\u0627\u0646\u0646\u062f BERT\u060c \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc &#8220;\u067e\u0648\u0634\u0627\u0646\u062f\u0647&#8221; \u0645\u06cc\u200c\u0634\u0648\u0646\u062f (\u0628\u0627 \u06cc\u06a9 \u062a\u0648\u06a9\u0646 \u0648\u06cc\u0698\u0647 mask \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f).<\/li>\n<li><strong>\u0648\u0638\u06cc\u0641\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc<\/strong>: \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u067e\u0648\u0634\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0627\u0637\u0631\u0627\u0641 (\u062f\u0631 \u0647\u0631 \u062f\u0648 \u062c\u0647\u062a \u0632\u0645\u0627\u0646\u06cc\u060c \u06cc\u0639\u0646\u06cc \u06af\u0630\u0634\u062a\u0647 \u0648 \u0622\u06cc\u0646\u062f\u0647) \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0628\u0627 \u062d\u0644 \u0627\u06cc\u0646 \u0648\u0638\u06cc\u0641\u0647\u060c \u0645\u062f\u0644 \u0645\u062c\u0628\u0648\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0645\u062a\u0646 (context) \u062f\u0631\u06a9 \u06a9\u0646\u062f \u0648 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc (vector representations) \u063a\u0646\u06cc \u0648 \u0632\u0645\u06cc\u0646\u0647\u200c\u0645\u0646\u062f\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0627\u06cc\u062f. \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0631\u0627 \u062f\u0631 \u062e\u0648\u062f \u062f\u0627\u0631\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 (End-to-End Training)<\/strong>:<\/p>\n<ul>\n<li>\u0646\u06a9\u062a\u0647 \u0628\u0631\u062c\u0633\u062a\u0647 W2v-BERT\u060c \u0627\u0645\u06a9\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0647\u0645\u0632\u0645\u0627\u0646 \u0647\u0631 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 (\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0628\u0631\u0627\u06cc \u06af\u0633\u0633\u062a\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 MLM \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0632\u0645\u06cc\u0646\u0647\u200c\u0645\u0646\u062f) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc \u062e\u0637\u0627 \u0627\u0632 \u0647\u0631 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0627\u0632\u0645\u06cc\u200c\u06af\u0631\u062f\u0646\u062f \u0648 \u0645\u062f\u0644 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li>\u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f\u060c \u0628\u0631\u062e\u0644\u0627\u0641 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u06cc\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062a\u0642\u0627\u0628\u0644 \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u0628\u0647 \u0646\u062d\u0648 \u0627\u062d\u0633\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u060c \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u0635\u0648\u062a\u06cc \u0645\u0627\u0646\u0646\u062f Libri-Light 60k \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0642\u062f\u0631\u062a \u0631\u0648\u06cc\u06a9\u0631\u062f \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u062f.<\/p>\n<\/p><\/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>\u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0648 \u0628\u0631\u062a\u0631\u06cc \u0631\u0648\u06cc\u06a9\u0631\u062f W2v-BERT \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0642\u0627\u0628\u062a\u06cc \u0648 \u0628\u0631\u062a\u0631<\/strong>: W2v-BERT \u062f\u0631 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f LibriSpeech\u060c \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647\u200c\u0627\u06cc \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0645\u0627\u0646\u0646\u062f wav2vec 2.0 (\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Conformer) \u0648 HuBERT \u06a9\u0633\u0628 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 WER<\/strong>: \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0648\u060c W2v-BERT \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u06a9\u0627\u0647\u0634 \u06f5\u066a \u062a\u0627 \u06f1\u06f0\u066a \u0646\u0633\u0628\u06cc \u062f\u0631 \u0646\u0631\u062e \u062e\u0637\u0627\u06cc \u06a9\u0644\u0645\u0647 (Word Error Rate &#8211; WER) \u062f\u0631 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc test-clean \u0648 test-other \u0627\u0632 LibriSpeech \u0646\u0634\u0627\u0646 \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0628\u0647\u0628\u0648\u062f \u0686\u0634\u0645\u06af\u06cc\u0631 \u062f\u0631 \u062f\u0642\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 (ASR) \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u06a9\u0627\u0631\u0627\u06cc\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/strong>: \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0648 \u0648\u0627\u0642\u0639\u06cc Google&#8217;s Voice Search traffic\u060c \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u062d\u062a\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631\u062a\u0631 \u06a9\u0631\u062f. W2v-BERT \u062a\u0648\u0627\u0646\u0633\u062a \u0628\u06cc\u0634 \u0627\u0632 \u06f3\u06f0\u066a \u06a9\u0627\u0647\u0634 \u0646\u0633\u0628\u06cc \u062f\u0631 WER \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0645\u062f\u0644 \u062f\u0627\u062e\u0644\u06cc Conformer-based wav2vec 2.0 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 W2v-BERT \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc\u060c \u0628\u0644\u06a9\u0647 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0646\u06cc\u0632 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<li><strong>\u0645\u0632\u06cc\u062a \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/strong>: \u06cc\u06a9\u06cc \u0627\u0632 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0622\u0645\u0648\u0632\u0634 \u0647\u0645\u0632\u0645\u0627\u0646 (end-to-end) \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 MLM \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0647\u06cc\u0646\u0647\u200c\u062a\u0631 \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627 \u06af\u06cc\u0631\u062f\u060c \u0632\u06cc\u0631\u0627 \u0647\u0631 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u06a9\u0645\u0644 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u06af\u0633\u0633\u062a\u0647 \u0645\u0639\u0646\u0627\u062f\u0627\u0631<\/strong>: \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u06af\u0633\u0633\u062a\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f\u060c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u0627\u062f\u0627\u0631\u06cc \u0627\u0632 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u06af\u0641\u062a\u0627\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0631 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u0636\u0631\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 W2v-BERT \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0627\u0632 \u06af\u0641\u062a\u0627\u0631 \u0627\u0633\u062a \u06a9\u0647 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<\/p><\/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>\u0646\u062a\u0627\u06cc\u062c \u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f W2v-BERT \u067e\u06cc\u0627\u0645\u062f\u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u06af\u0641\u062a\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u0686\u0646\u062f \u062d\u0648\u0632\u0647 \u0627\u0635\u0644\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0631\u062f:<\/p>\n<p><strong>\u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc<\/strong>:<\/p>\n<ul>\n<li><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a<\/strong>: \u06a9\u0627\u0647\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 WER \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0648 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0648 \u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062a\u0648\u0633\u0637 \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc (\u0645\u0627\u0646\u0646\u062f Google Assistant\u060c Alexa\u060c Siri) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u062c\u0631\u0628\u0647\u200c\u0627\u06cc \u0631\u0648\u0627\u0646\u200c\u062a\u0631 \u0648 \u0631\u0636\u0627\u06cc\u062a\u200c\u0628\u062e\u0634\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/strong>: \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u062d\u062a\u06cc \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u062f\u0627\u0631 \u06a9\u0645\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0647 \u06a9\u0627\u0631 \u0631\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u062c\u0647\u0627\u0646\u06cc\u200c\u062a\u0631 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 (ASR)<\/strong>:<\/p>\n<ul>\n<li><strong>\u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627<\/strong>: \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u063a\u0646\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 W2v-BERT \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ASR \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u067e\u0631\u0646\u0648\u06cc\u0632\u060c \u0635\u062f\u0627\u0647\u0627\u06cc \u0628\u0627 \u0644\u0647\u062c\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0648 \u06af\u0641\u062a\u0627\u0631 \u0633\u0631\u06cc\u0639 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u062a\u0648\u0633\u0639\u0647<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u062c\u062f\u06cc\u062f ASR \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/li>\n<\/ul>\n<p><strong>\u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u062f\u0627<\/strong>:<\/p>\n<ul>\n<li><strong>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u0648\u0636\u0639\u06cc\u062a \u0631\u0648\u062d\u06cc<\/strong>: \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u0647\u06cc\u062c\u0627\u0646\u0627\u062a \u0648 \u062d\u062a\u06cc \u0648\u0636\u0639\u06cc\u062a \u0631\u0648\u062d\u06cc \u06af\u0648\u06cc\u0646\u062f\u0647 \u0628\u0647 \u06a9\u0627\u0631 \u0631\u0648\u0646\u062f. W2v-BERT \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u0634 \u0633\u0644\u0627\u0645\u062a \u0631\u0648\u0627\u0646\u060c \u06cc\u0627 \u0628\u0647\u0628\u0648\u062f \u062a\u0639\u0627\u0645\u0644 \u062f\u0631 \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f.<\/li>\n<li><strong>\u062a\u0634\u062e\u06cc\u0635 \u06af\u0648\u06cc\u0646\u062f\u0647 \u0648 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a<\/strong>: \u062f\u0642\u062a \u062f\u0631 \u062f\u0631\u06a9 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0635\u062f\u0627\u06cc \u0647\u0631 \u0641\u0631\u062f\u060c \u0627\u0633\u0627\u0633 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u06af\u0648\u06cc\u0646\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><strong>\u062f\u0631\u06a9 \u0645\u062d\u062a\u0648\u0627\u06cc \u0635\u0648\u062a\u06cc<\/strong>: \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u0631\u0627\u06a9\u0632 \u062a\u0645\u0627\u0633\u060c \u062a\u062d\u0644\u06cc\u0644 \u0645\u062d\u062a\u0648\u0627\u06cc \u067e\u0627\u062f\u06a9\u0633\u062a\u200c\u0647\u0627 \u06cc\u0627 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062c\u0644\u0633\u0627\u062a\u060c W2v-BERT \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0635\u0648\u062a\u06cc \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<p><strong>\u0646\u0648\u0622\u0648\u0631\u06cc \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644<\/strong>:<\/p>\n<ul>\n<li><strong>\u0633\u0627\u062f\u06af\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u062f\u0631 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0648\u0627\u062d\u062f \u0648 \u0642\u0627\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0635\u0648\u0631\u062a end-to-end\u060c \u06cc\u06a9 \u062f\u0633\u062a\u0627\u0648\u0631\u062f \u0645\u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u0645\u0647\u0646\u062f\u0633\u06cc \u0648 \u0639\u0644\u0645\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f\u060c \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u0642\u0627\u0628\u0644 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0648\u062f\u0646<\/strong>: \u0686\u0627\u0631\u0686\u0648\u0628 W2v-BERT \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635 \u06af\u0641\u062a\u0627\u0631\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c W2v-BERT \u0646\u0647 \u062a\u0646\u0647\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u062f\u060c \u0628\u0644\u06a9\u0647 \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u062f\u0631 \u062a\u0639\u0627\u0645\u0644 \u0627\u0646\u0633\u0627\u0646 \u0648 \u0645\u0627\u0634\u06cc\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0635\u062f\u0627 \u0647\u0645\u0648\u0627\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\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 &#8220;W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self-Supervised Speech Pre-Training&#8221; \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u0647\u0645 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u063a\u0646\u06cc \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u062f\u0627\u0631\u060c \u0627\u0632 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u062e\u0627\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p><strong>\u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/strong>:<\/p>\n<ul>\n<li><strong>\u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0631\u0648\u06cc\u06a9\u0631\u062f \u062a\u0631\u06a9\u06cc\u0628\u06cc<\/strong>: W2v-BERT \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0628\u0627\u0644\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f (\u0628\u0631\u0627\u06cc \u06af\u0633\u0633\u062a\u0647\u200c\u0633\u0627\u0632\u06cc \u06af\u0641\u062a\u0627\u0631) \u0648 MLM (\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc) \u0631\u0627 \u0627\u062b\u0628\u0627\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628\u060c \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u06af\u0641\u062a\u0627\u0631\u06cc (\u062a\u0648\u06a9\u0646\u200c\u0647\u0627) \u0648 \u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u060c \u062c\u0627\u0645\u0639 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u06a9\u0627\u0631\u0627\u06cc\u06cc \u0639\u0645\u0644\u06cc<\/strong>: \u0646\u062a\u0627\u06cc\u062c \u062a\u062c\u0631\u0628\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 \u062f\u0631 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc (\u0645\u0627\u0646\u0646\u062f \u062a\u0631\u0627\u0641\u06cc\u06a9 \u062c\u0633\u062a\u062c\u0648\u06cc \u0635\u0648\u062a\u06cc \u06af\u0648\u06af\u0644)\u060c \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0628\u0631\u062a\u0631\u06cc W2v-BERT \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u06cc\u0646 \u0627\u0633\u062a. \u06a9\u0627\u0647\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0646\u0631\u062e \u062e\u0637\u0627\u06cc \u06a9\u0644\u0645\u0647\u060c \u062a\u0623\u062b\u06cc\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0631\u0627 \u062f\u0631 \u0628\u0647\u0628\u0648\u062f \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0622\u0634\u06a9\u0627\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n<li><strong>\u0645\u0632\u06cc\u062a \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/strong>: \u0631\u0648\u06cc\u06a9\u0631\u062f end-to-end \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 W2v-BERT\u060c \u0646\u0647 \u062a\u0646\u0647\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0647\u0645\u200c\u0627\u0641\u0632\u0627\u06cc\u06cc \u0628\u06cc\u0646 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u0645\u06cc\u200c\u0628\u062e\u0634\u062f.<\/li>\n<li><strong>\u067e\u06cc\u0634\u06af\u0627\u0645\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc<\/strong>: \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u06af\u0627\u0645\u06cc \u0645\u0647\u0645 \u062f\u0631 \u062c\u0647\u062a \u062a\u062d\u0642\u0642 \u0647\u062f\u0641 \u0628\u0644\u0646\u062f\u0645\u062f\u062a \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0642\u0627\u062f\u0631\u0646\u062f \u0628\u062f\u0648\u0646 \u0627\u062a\u06a9\u0627 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u060c \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646\u200c\u0647\u0627 \u0648 \u062f\u0627\u0645\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u06a9\u0645\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c W2v-BERT \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0641\u0639\u0644\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0641\u062a\u0627\u0631 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0639\u0627\u0645\u0644 \u0627\u0646\u0633\u0627\u0646 \u0648 \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0627\u0631\u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 W2v-BERT: \u062a\u0631\u06a9\u06cc\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631 \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Yu-An [&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 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[137319,137318],"product_tag":[107,70651,13775,137417,1840,1195,19,140337,1145,1151,137421,170777,170776,170774,59530,170775,31303,170767,170769,170770,170764,104125,59526,170765,170772,170773,13770,165252,1186,170768,261,144341,674,170771,2771,170766],"class_list":{"0":"post-221348","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-arxiv","7":"product_cat-137318","8":"product_tag-artificial-intelligence","9":"product_tag-audio-processing","10":"product_tag-computer-science","11":"product_tag-contrastive-learning","12":"product_tag-deep-learning","13":"product_tag-language-models","14":"product_tag-machine-learning","15":"product_tag-masked-language-modeling","16":"product_tag-neural-networks","17":"product_tag-nlp","18":"product_tag-self-supervised-learning","19":"product_tag-speech-encoding","20":"product_tag-speech-feature-extraction","21":"product_tag-speech-pre-training","22":"product_tag-speech-processing","23":"product_tag-speech-representation","24":"product_tag-unsupervised-learning","25":"product_tag-w2v-bert","26":"product_tag-170769","27":"product_tag-170770","28":"product_tag-170764","29":"product_tag-104125","30":"product_tag-59526","31":"product_tag-170765","32":"product_tag-170772","33":"product_tag-----self-supervised-speec","34":"product_tag-13770","35":"product_tag-165252","36":"product_tag-1186","37":"product_tag-170768","38":"product_tag-261","39":"product_tag-144341","40":"product_tag-674","41":"product_tag-170771","42":"product_tag-2771","43":"product_tag-170766","44":"pmpro-has-access","45":"desktop-align-left","46":"tablet-align-left","47":"mobile-align-left","49":"first","50":"instock","51":"downloadable","52":"virtual","53":"purchasable","54":"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 W2v-BERT: \u062a\u0631\u06a9\u06cc\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631 \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\/2108-06209\/\" \/>\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 W2v-BERT: \u062a\u0631\u06a9\u06cc\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0636\u0627\u062f \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646 \u067e\u0648\u0634\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f-\u0646\u0638\u0627\u0631\u062a\u06cc \u06af\u0641\u062a\u0627\u0631 \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 - 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