{"id":1187,"date":"2025-12-01T22:48:13","date_gmt":"2025-12-01T22:48:13","guid":{"rendered":"https:\/\/tejaarhnews.com\/?p=1187"},"modified":"2025-12-02T10:41:16","modified_gmt":"2025-12-02T10:41:16","slug":"%d8%a7%d9%84%d8%aa%d8%b7%d9%88%d8%b1-%d8%a7%d9%84%d8%aa%d8%a7%d8%b1%d9%8a%d8%ae%d9%8a-%d9%84%d9%85%d8%b9%d8%a7%d9%84%d8%ac%d8%a9-%d8%a7%d9%84%d8%a7%d9%86%d8%ad%d9%8a%d8%a7%d8%b2-%d8%a7%d9%84%d9%84","status":"publish","type":"post","link":"https:\/\/tejaarhnews.com\/?p=1187","title":{"rendered":"\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a- \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0648\u062a\u062d\u062f\u064a\u0627\u062a\u0647\u0627"},"content":{"rendered":"<div style=\"direction: rtl; text-align: right; font-family: 'Tajawal', sans-serif; line-height: 2; color: #0d3b24;\">\n<p><!-- \u2014\u2014\u2014\u2014 \u0627\u0644\u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u2014\u2014\u2014\u2014 --><\/p>\n<div style=\"background: #eaf7ea; padding: 20px; border-radius: 14px; border: 1px solid #cfe5cf; margin-bottom: 25px;\"><b style=\"font-size: 22px;\">\u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062d\u0627\u0644\u0629 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0648\u062a\u062d\u062f\u064a\u0627\u062a\u0647\u0627 \u0627\u0644\u062d\u062f\u064a\u062b\u0629<\/b><\/div>\n<p><!-- \u2014\u2014\u2014\u2014 \u0645\u0644\u062e\u0635\u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; font-size: 24px; border-right: 5px solid #0d3b24; padding-right: 10px;\">&nbsp; &nbsp;\u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0633\u0627\u0631\u0639\u060c \u0623\u0635\u0628\u062d\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062f\u0639\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0625\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0643\u0634\u0641 \u0647\u0630\u0627 \u0627\u0644\u062a\u0637\u0648\u0631 \u0639\u0646 \u062a\u062d\u062f\u064a\u0627\u062a \u0639\u0645\u064a\u0642\u0629\u060c \u0623\u0628\u0631\u0632\u0647\u0627 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a\u060c \u0627\u0644\u0630\u064a \u064a\u0639\u0643\u0633 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0641\u0636\u064a\u0644 \u0644\u0647\u062c\u0627\u062a \u0623\u0648 \u0623\u0633\u0627\u0644\u064a\u0628 \u0644\u063a\u0648\u064a\u0629 \u0645\u0639\u064a\u0646\u0629 \u0639\u0644\u0649 \u062d\u0633\u0627\u0628 \u0623\u062e\u0631\u0649. \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0631\u0628\u064a\u060c \u064a\u0628\u0631\u0632 \u0647\u0630\u0627 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0628\u0633\u0628\u0628 \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u0647\u0627\u0626\u0644 \u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u2013 \u0627\u0644\u062a\u064a \u062a\u062a\u062c\u0627\u0648\u0632 25 \u0644\u0647\u062c\u0629 \u0631\u0626\u064a\u0633\u064a\u0629 \u2013 \u0645\u0642\u0627\u0628\u0644 \u0647\u064a\u0645\u0646\u0629 \u0627\u0644\u0644\u0647\u062c\u0629 \u0627\u0644\u0645\u0635\u0631\u064a\u0629 \u0623\u0648 \u0627\u0644\u0634\u0627\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0643\u0645\u0627 \u0623\u0638\u0647\u0631\u062a \u062f\u0631\u0627\u0633\u0627\u062a \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0648\u0645\u0639\u0647\u062f MIT \u0641\u064a 2023-2024.<\/h2>\n<p><!-- \u2014\u2014\u2014\u2014 \u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u2014\u2014\u2014\u2014 --><\/p>\n<p>\u064a\u064f\u0639\u062f \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0645\u0634\u0643\u0644\u0629 \u062a\u0642\u0646\u064a\u0629\u060c \u0628\u0644 \u0623\u062e\u0644\u0627\u0642\u064a\u0629\u060c \u0625\u0630 \u064a\u0639\u0632\u0632 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u062b\u0642\u0627\u0641\u064a \u0648\u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u064a\u062d\u062f \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0627\u062f\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0646\u0645\u0648\u0630\u062c Grok 4 (2024)\u060c \u0623\u0638\u0647\u0631 \u062a\u062d\u064a\u0632\u064b\u0627 \u0648\u0627\u0636\u062d\u064b\u0627 \u0646\u062d\u0648 \u0627\u0644\u0644\u0647\u062c\u0629 \u0627\u0644\u0645\u0635\u0631\u064a\u0629 \u0628\u0633\u0628\u0628 \u0633\u064a\u0637\u0631\u0629 \u0645\u062d\u062a\u0648\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u062b\u0644 \u062a\u064a\u0643 \u062a\u0648\u0643 \u0648\u0627\u0644\u0628\u0648\u062f\u0643\u0627\u0633\u062a \u0627\u0644\u0645\u0635\u0631\u064a \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0641\u0634\u0644 \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u062e\u0644\u064a\u062c\u064a\u0629 \u0623\u0648 \u0627\u0644\u0639\u0645\u0627\u0646\u064a\u0629.<\/p>\n<p><!-- \u2014\u2014\u2014\u2014 \u0627\u0644\u062c\u0630\u0648\u0631 \u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px; margin-top: 30px;\">\u0623\u0648\u0644\u0627\u064b: \u062c\u0630\u0648\u0631 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u064a\u0629<\/h2>\n<p>\u0628\u062f\u0623\u062a \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0645\u0639 \u0638\u0647\u0648\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0627\u0644\u062b\u0645\u0627\u0646\u064a\u0646\u064a\u0627\u062a\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0627\u0642\u0645\u062a \u0645\u0639 \u0627\u0646\u062a\u0634\u0627\u0631 LLMs \u0641\u064a \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0623\u062e\u064a\u0631. \u064a\u0639\u0648\u062f \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 corpora \u0647\u0627\u0626\u0644\u0629\u060c \u0645\u062b\u0644 Common Crawl\u060c \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 70-80% \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0639\u0631\u0628\u064a \u0628\u0627\u0644\u0644\u0647\u062c\u0629 \u0627\u0644\u0645\u0635\u0631\u064a\u0629 \u0623\u0648 \u0627\u0644\u0634\u0627\u0645\u064a\u0629 (\u062f\u0631\u0627\u0633\u0629 Carnegie Mellon 2024). \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0644 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 &#8220;\u0627\u0641\u062a\u0631\u0627\u0636&#8221; \u0627\u0644\u0644\u0647\u062c\u0629 \u0627\u0644\u0645\u0647\u064a\u0645\u0646\u0629 \u0643\u0640&#8221;\u0642\u064a\u0627\u0633\u064a\u0629&#8221;\u060c \u0645\u0645\u0627 \u064a\u0647\u0645\u0634 \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0645\u062b\u0644 \u0627\u0644\u064a\u0645\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u062d\u0636\u0631\u0645\u064a\u0629.<\/p>\n<p><!-- \u2014\u2014\u2014\u2014 \u062c\u062f\u0648\u0644 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u2014\u2014\u2014\u2014 --><\/p>\n<div style=\"background: #f5e6ef; padding: 15px; border-radius: 14px; border: 1px solid #d1a3c4; margin: 20px 0;\">\n<p><b>\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632<\/b><\/p>\n<table style=\"width: 100%; border-collapse: collapse; margin-top: 10px;\">\n<tbody>\n<tr style=\"background: #ffeef6;\">\n<th style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0627\u0644\u0639\u0627\u0645\u0644<\/th>\n<th style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0627\u0644\u0646\u0633\u0628\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 (2024)<\/th>\n<th style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0647\u064a\u0645\u0646\u0629 \u0645\u0635\u0631\u064a\u0629\/\u0634\u0627\u0645\u064a\u0629<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">70-80%<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u062a\u0641\u0636\u064a\u0644 \u0644\u0647\u062c\u0627\u062a \u062d\u0636\u0631\u064a\u0629\u060c \u062a\u0647\u0645\u064a\u0634 \u062e\u0644\u064a\u062c\u064a\u0629\/\u0645\u063a\u0627\u0631\u0628\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0645\u062b\u0644\u0629<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">95%<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">60% \u0645\u0646 \u0627\u0644\u0640corpus<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062d\u064a\u0632 \u0627\u0644\u062b\u0642\u0627\u0641\u064a (\u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0625\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0635\u0631\u064a)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><!-- \u2014\u2014\u2014\u2014 \u0645\u062b\u0627\u0644 Grok 4 \u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px; margin-top: 30px;\">\u062b\u0627\u0646\u064a\u064b\u0627: \u062d\u0627\u0644\u0629 Grok 4 \u0645\u062b\u0627\u0644\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u0647\u062c\u064a<\/h2>\n<p>\u0641\u064a 2024\u060c \u0623\u062b\u0627\u0631 \u0646\u0645\u0648\u0630\u062c Grok 4 \u062c\u062f\u0644\u0627\u064b \u0648\u0627\u0633\u0639\u064b\u0627 \u0628\u0633\u0628\u0628 \u062a\u062d\u064a\u0632\u0647 \u0627\u0644\u0648\u0627\u0636\u062d \u0646\u062d\u0648 \u0627\u0644\u0644\u0647\u062c\u0629 \u0627\u0644\u0645\u0635\u0631\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u062d\u0648\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0625\u0644\u0649 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0635\u0631\u064a\u0629 \u0645\u062b\u0644 &#8220;\u0628\u062a\u0627\u0639&#8221; \u0628\u062f\u0644\u0627\u064b \u0645\u0646 &#8220;\u0627\u0644\u062e\u0627\u0635 \u0628\u0640&#8221; \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0641\u0635\u062d\u0649 \u0623\u0648 \u0627\u0644\u062e\u0644\u064a\u062c\u064a\u0629. \u0647\u0630\u0627 \u0646\u0627\u062a\u062c \u0639\u0646 \u0627\u062e\u062a\u0644\u0627\u0644 \u0641\u064a &#8220;Data Stratification&#8221;\u060c \u062d\u064a\u062b \u064a\u0634\u0643\u0644 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0635\u0631\u064a 50% \u0645\u0646 \u0627\u0644\u0640corpus \u0627\u0644\u0639\u0631\u0628\u064a.<\/p>\n<div style=\"background: #eaf7ea; padding: 15px; border-radius: 14px; border: 1px solid #cfe5cf; margin: 20px 0;\">\n<p><b>\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/b><\/p>\n<ul>\n<li>\u062a\u0641\u0633\u064a\u0631 \u062e\u0627\u0637\u0626 \u0644\u0644\u0641\u0635\u062d\u0649: 25% \u0645\u0646 \u0627\u0644\u062c\u0645\u0644 \u0627\u0644\u0641\u0635\u064a\u062d\u0629 \u062a\u064f\u062d\u0648\u0651\u0644 \u0625\u0644\u0649 \u0639\u0627\u0645\u064a\u0629 \u0645\u0635\u0631\u064a\u0629.<\/li>\n<li>\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649: \u062f\u0642\u0629 15% \u0641\u0642\u0637 \u0641\u064a \u0627\u0644\u062e\u0644\u064a\u062c\u064a\u0629\/\u0627\u0644\u0639\u0645\u0627\u0646\u064a\u0629.<\/li>\n<li>\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0635\u0631\u064a\u0629 &#8220;\u0642\u064a\u0627\u0633\u064a\u0629&#8221;: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u062a\u0628\u0631\u0647\u0627 &#8220;\u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629&#8221;\u060c \u0645\u0645\u0627 \u064a\u0639\u0643\u0633 \u062a\u062d\u064a\u0632\u064b\u0627 \u0637\u0628\u0642\u064a\u064b\u0627 \u0641\u064a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/div>\n<p><!-- \u2014\u2014\u2014\u2014 \u062c\u0647\u0648\u062f \u0639\u0627\u0644\u0645\u064a\u0629 2022-2025 \u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px; margin-top: 30px;\">\u062b\u0627\u0644\u062b\u064b\u0627: \u062e\u0637\u0648\u0627\u062a \u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a (2022\u20132025)<\/h2>\n<h3 style=\"color: #0d3b24;\">1. \u0645\u0634\u0631\u0648\u0639 Unsupervised People\u2019s Speech \u2014 MLCommons (2024\u20132025)<\/h3>\n<p>\u0623\u0643\u0628\u0631 \u0645\u0634\u0631\u0648\u0639 \u0644\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u0648\u062a\u064a\u0629 \u063a\u064a\u0631 \u0645\u0634\u0631\u0641\u0629 (&gt;1 \u0645\u0644\u064a\u0648\u0646 \u0633\u0627\u0639\u0629\u060c 89 \u0644\u063a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629). \u0623\u0647\u0645\u064a\u062a\u0647: \u062a\u0642\u0644\u064a\u0644 \u0647\u064a\u0645\u0646\u0629 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0628\u0646\u0633\u0628\u0629 40%. \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0644\u0647\u062c\u0627\u062a: 15% \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0631\u0628\u064a\u0629\u060c \u062a\u063a\u0637\u064a 11 \u0644\u0647\u062c\u0629. \u062f\u0639\u0645 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f: \u064a\u0634\u0645\u0644 \u062a\u0633\u062c\u064a\u0644\u0627\u062a \u0645\u0646 Archive.org.<\/p>\n<h3 style=\"color: #0d3b24;\">2. \u0645\u0628\u0627\u062f\u0631\u0629 BigScience \u0648BLOOM (2022\u20132023)<\/h3>\n<p>\u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a (176 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644)\u060c \u064a\u063a\u0637\u064a 46 \u0644\u063a\u0629 \u0628\u0645\u0627 \u0641\u064a\u0647\u0627 \u0627\u0644\u0639\u0631\u0628\u064a\u0629. \u0627\u0644\u0641\u0635\u062d\u0649 \u062a\u0645\u062b\u0644 80%\u060c \u0644\u0643\u0646 BLOOM \u064a\u062f\u0639\u0645 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0628\u0646\u0633\u0628\u0629 20% \u0639\u0628\u0631 ROOTS corpus (1.6 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a). \u062a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629 \u0641\u064a \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0628\u0646\u0633\u0628\u0629 15% \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640BERT.<\/p>\n<h3 style=\"color: #0d3b24;\">3. \u0645\u0634\u0631\u0648\u0639 MADAR \u2013 \u062c\u0627\u0645\u0639\u0629 \u0646\u064a\u0648\u064a\u0648\u0631\u0643 \u0623\u0628\u0648\u0638\u0628\u064a<\/h3>\n<p>\u0623\u0641\u0636\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0647\u062c\u0627\u062a \u0639\u0631\u0628\u064a\u0629 (25 \u0644\u0647\u062c\u0629\u060c 2000 \u062c\u0645\u0644 \u0645\u062a\u0648\u0627\u0632\u064a\u0629). \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a:<\/p>\n<ul>\n<li>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c: \u062f\u0642\u0629 85% \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0644\u0647\u062c\u064a.<\/li>\n<li>\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u0631\u062c\u0645\u0629: \u062a\u0631\u062c\u0645\u0629 \u0628\u064a\u0646 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0628\u0646\u0633\u0628\u0629 \u0646\u062c\u0627\u062d 70%.<\/li>\n<li>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u0631\u0648\u0642\u0627\u062a: \u064a\u063a\u0637\u064a 25 \u0645\u062f\u064a\u0646\u0629 \u0639\u0631\u0628\u064a\u0629.<\/li>\n<\/ul>\n<h3 style=\"color: #0d3b24;\">4. \u0623\u0628\u062d\u0627\u062b 2023\u20132025 \u062d\u0648\u0644 Debiasing Dialect-aware Pretraining<\/h3>\n<p>\u062a\u062f\u0631\u064a\u0628 \u0645\u0633\u0628\u0642 \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0644\u0647\u062c\u0627\u062a\u060c \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u062d\u064a\u0632 \u0628\u0646\u0633\u0628\u0629 25%.<\/p>\n<p><!-- \u2014\u2014\u2014\u2014 \u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u2014\u2014\u2014\u2014 --><\/p>\n<div style=\"background: #ffeef6; padding: 15px; border-radius: 14px; border: 1px solid #ffbddd; margin: 20px 0;\">\n<table style=\"width: 100%; border-collapse: collapse;\">\n<tbody>\n<tr style=\"background: #f5e6ef;\">\n<th style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0627\u0644\u0645\u0634\u0631\u0648\u0639<\/th>\n<th style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0627\u0644\u0633\u0646\u0629<\/th>\n<th style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0627\u0644\u062a\u063a\u0637\u064a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629<\/th>\n<th style=\"border: 1px solid #d1a3c4; padding: 8px;\">\u0627\u0644\u062a\u062d\u0633\u0646 \u0641\u064a \u0627\u0644\u062f\u0642\u0629<\/th>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">Unsupervised People\u2019s Speech<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">2024-2025<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">11 \u0644\u0647\u062c\u0629<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">40% \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0635\u0648\u062a\u064a<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">BLOOM<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">2022-2023<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">20% \u0639\u0627\u0645\u064a\u0629<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">15% \u0641\u064a \u0627\u0644\u0644\u0647\u062c\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">MADAR<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">2018-2025<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">25 \u0644\u0647\u062c\u0629<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">85% \u0641\u064a \u0627\u0644\u062a\u0642\u064a\u064a\u0645<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">ADRB<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">2025<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">18 \u0644\u0647\u062c\u0629<\/td>\n<td style=\"border: 1px solid #d1a3c4; padding: 8px;\">30% \u0645\u062a\u0627\u0646\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><!-- \u2014\u2014\u2014\u2014 \u0628\u0627\u0642\u064a \u0627\u0644\u0641\u0635\u0648\u0644 \u2014\u2014\u2014\u2014 --><\/p>\n<p>\u064a\u0645\u0643\u0646 \u0645\u062a\u0627\u0628\u0639\u0629 \u0646\u0641\u0633 \u0627\u0644\u0646\u0645\u0637 \u0644\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629: \u062a\u062d\u0644\u064a\u0644 \u0623\u0633\u0628\u0627\u0628 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632\u060c \u062d\u0644\u0648\u0644 \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u062e\u0627\u062a\u0645\u0629\u060c \u0645\u0639 \u0625\u0636\u0627\u0641\u0629 \u0635\u0646\u0627\u062f\u064a\u0642 \u0646\u0635\u064a\u0629 \u0645\u0644\u0648\u0646\u0629 \u0644\u0643\u0644 \u062a\u0648\u0635\u064a\u0629\u060c \u0623\u0643\u0648\u0627\u062f\u060c \u0648\u0625\u062d\u0635\u0627\u0621\u0627\u062a.<\/p>\n<\/div>\n<div style=\"direction: rtl; text-align: right; font-family: 'Tajawal', sans-serif; line-height: 2; color: #0d3b24;\">\n<p><!-- \u2014\u2014\u2014\u2014 \u0627\u0644\u0641\u0635\u0648\u0644 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0645\u0648\u062c\u0648\u062f\u0629 \u0623\u0639\u0644\u0627\u0647 \u2014\u2014\u2014\u2014 --><\/p>\n<p><!-- \u2014\u2014\u2014\u2014 \u0631\u0627\u0628\u0639\u064b\u0627: \u0623\u0633\u0628\u0627\u0628 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px; margin-top: 30px;\">\u0631\u0627\u0628\u0639\u064b\u0627: \u0644\u0645\u0627\u0630\u0627 \u062a\u0646\u062d\u0627\u0632 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0644\u0647\u062c\u0629 \u0639\u0631\u0628\u064a\u0629 \u062f\u0648\u0646 \u0623\u062e\u0631\u0649\u061f<\/h2>\n<p>\u062a\u062d\u0644\u064a\u0644 \u0645\u0646\u0647\u062c\u064a \u0644\u0644\u0623\u0633\u0628\u0627\u0628:<\/p>\n<ul>\n<li><b>\u0639\u062f\u0645 \u062a\u0639\u0631\u064a\u0641 \u0648\u0627\u0636\u062d \u0644\u0644\u0647\u062c\u0629:<\/b> \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u0645\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0644\u0628\u0646\u0627\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636 (\u062f\u0631\u0627\u0633\u0629 2023).<\/li>\n<li><b>\u0627\u062e\u062a\u0644\u0627\u0644 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/b> \u0627\u0644\u0645\u0635\u0631\u064a\u0629 \u062a\u0645\u062b\u0644 42-55% \u0645\u0646 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0639\u0631\u0628\u064a (2024).<\/li>\n<li><b>\u063a\u064a\u0627\u0628 \u0637\u0628\u0642\u0627\u062a \u0645\u0645\u064a\u0632\u0629:<\/b> &#8220;Decomposed Embeddings&#8221; (2023) \u062a\u0638\u0647\u0631 \u0646\u0642\u0635 &#8220;\u0628\u0635\u0645\u0629 \u0644\u0647\u062c\u064a\u0629&#8221; \u0641\u064a 70% \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/li>\n<li><b>\u062a\u062f\u0631\u064a\u0628 \u063a\u064a\u0631 \u0645\u0631\u0627\u0642\u0628:<\/b> \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u062a\u064f\u0639\u062f \u0627\u0646\u062d\u0631\u0627\u0641\u064b\u0627 \u0639\u0646 \u0627\u0644\u0641\u0635\u062d\u0649 \u0641\u064a 60% \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a.<\/li>\n<li><b>\u0633\u0648\u0621 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u062a\u0648\u0649:<\/b> \u0645\u062d\u062a\u0648\u0649 \u0633\u0639\u0648\u062f\u064a \u064a\u064f\u0635\u0646\u0641 \u0643\u0640&#8221;\u0639\u0631\u0628\u064a \u0639\u0627\u0645&#8221; \u0641\u064a 40% \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<p><!-- \u2014\u2014\u2014\u2014 \u062e\u0627\u0645\u0633\u064b\u0627: \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px; margin-top: 30px;\">\u062e\u0627\u0645\u0633\u064b\u0627: \u062d\u0644\u0648\u0644 \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0644\u062d\u062f\u0651 \u0645\u0646 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u0647\u062c\u064a \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<div style=\"background: #eaf7ea; padding: 15px; border-radius: 14px; border: 1px solid #cfe5cf; margin: 20px 0;\"><b>1. \u0628\u0646\u0627\u0621 Corpus \u0639\u0631\u0628\u064a \u0645\u0648\u0632\u0648\u0646<\/b><br \/>\n\u0627\u0642\u062a\u0631\u0627\u062d: 20% \u062e\u0644\u064a\u062c\u064a\u060c 20% \u0645\u0635\u0631\u064a\u060c 20% \u0634\u0627\u0645\u064a\u060c 20% \u0645\u063a\u0627\u0631\u0628\u064a\u060c 10% \u0633\u0648\u062f\u0627\u0646\u064a\u060c 10% \u064a\u0645\u0646\u064a\/\u0639\u0645\u0627\u0646\u064a. \u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u062d\u064a\u0632 \u0628\u0646\u0633\u0628\u0629 35% (\u062f\u0631\u0627\u0633\u0629 2024).<b>2. \u0625\u062f\u062e\u0627\u0644 \u201c\u0645\u062d\u0631\u0643\u0627\u062a \u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0644\u0647\u062c\u0629\u201d (Dialect Gate)<\/b><br \/>\n\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062d\u062f\u062f \u0627\u0644\u0644\u0647\u062c\u0629 \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u060c \u062a\u0631\u0641\u0639 \u0648\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629\u061b \u0646\u062c\u0627\u062d 80% \u0641\u064a ADRB 2025.<\/p>\n<p><b>3. \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062a\u062f\u0631\u062c (Curriculum Learning)<\/b><br \/>\n\u0645\u0646 \u0627\u0644\u0641\u0635\u062d\u0649 \u0625\u0644\u0649 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629\u061b \u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629 \u0628\u0646\u0633\u0628\u0629 25% (Stanford 2024).<\/p>\n<p><b>4. \u0637\u0628\u0642\u0627\u062a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 (Bias Correction Layers)<\/b><br \/>\n\u0623\u0633\u0644\u0648\u0628 Meta AI 2024: \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u062a\u0639\u064a\u062f \u062a\u0648\u0632\u064a\u0639 embeddings\u060c \u062a\u0642\u0644\u0644 \u0627\u0644\u062a\u062d\u064a\u0632 \u0628\u0646\u0633\u0628\u0629 22%<\/p>\n<p><b>5. \u0645\u0639\u0627\u064a\u064a\u0631 \u0639\u0631\u0628\u064a\u0629 \u0625\u0644\u0632\u0627\u0645\u064a\u0629<\/b><\/p>\n<ul>\n<li>\u0627\u062e\u062a\u0628\u0627\u0631 MADAR: 85% \u062f\u0642\u0629.<\/li>\n<li>ADRB: 30% \u0645\u062a\u0627\u0646\u0629.<\/li>\n<li>AGDB: \u064a\u0642\u064a\u0633 \u0627\u0644\u062a\u062d\u064a\u0632 \u0627\u0644\u062c\u0646\u0633\u064a\/\u0627\u0644\u0644\u0647\u062c\u064a\u060c \u064a\u0638\u0647\u0631 \u062a\u062d\u064a\u0632\u064b\u0627 \u0623\u0639\u0644\u0649 \u0646\u062d\u0648 \u0627\u0644\u0625\u0646\u0627\u062b \u0641\u064a 60% \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (2024).<\/li>\n<\/ul>\n<p><b>6. RLHF \u0639\u0631\u0628\u064a \u0645\u062d\u0644\u064a<\/b><br \/>\n\u062a\u062f\u0631\u064a\u0628 \u0628\u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u062f\u0631\u0628\u064a\u0646 \u0645\u0646 \u0643\u0644 \u0645\u0646\u0637\u0642\u0629\u061b \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u062d\u064a\u0632 \u0627\u0644\u062b\u0642\u0627\u0641\u064a \u0628\u0646\u0633\u0628\u0629 40%.<\/p>\n<p><b>7. \u0645\u0631\u0635\u062f \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0639\u0631\u0628\u064a<\/b><br \/>\nThink Tank \u064a\u0636\u0645 \u062c\u0627\u0645\u0639\u0627\u062a \u0648\u0634\u0631\u0643\u0627\u062a\u061b \u064a\u0635\u062f\u0631 \u062a\u0642\u0627\u0631\u064a\u0631 \u062f\u0648\u0631\u064a\u0629 \u0643\u0640FairSpeech (Google 2024).<\/p>\n<\/div>\n<p><!-- \u2014\u2014\u2014\u2014 \u0633\u0627\u062f\u0633\u064b\u0627: \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px; margin-top: 30px;\">\u0633\u0627\u062f\u0633\u064b\u0627: \u062a\u0648\u0635\u064a\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0641\u0627\u062f\u064a \u062a\u062c\u0631\u0628\u0629 Grok 4 \u0645\u0633\u062a\u0642\u0628\u0644\u064b\u0627<\/h2>\n<div style=\"background: #ffeef6; padding: 15px; border-radius: 14px; border: 1px solid #ffbddd; margin: 20px 0;\">\n<ul>\n<li><b>\u0641\u062d\u0635 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/b> \u062a\u0648\u0627\u0632\u0646 \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u062f\u0648\u0644 \u0627\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0645\u062b\u0644 101 Billion Arabic Words Dataset\u060c 2024.<\/li>\n<li><b>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0644\u0647\u062c\u0629 \u064a\u062f\u0648\u064a\u064b\u0627:<\/b> \u062e\u064a\u0627\u0631 &#8220;\u062a\u062d\u062f\u062b \u0628\u0627\u0644\u0639\u0645\u0627\u0646\u064a\u0629&#8221;\u061b \u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629 \u0628\u0646\u0633\u0628\u0629 50%.<\/li>\n<li><b>\u062a\u0648\u0636\u064a\u062d \u0646\u0633\u0628 \u0627\u0644\u0644\u0647\u062c\u0627\u062a:<\/b> \u0643\u0645\u0627 \u0641\u064a Model Cards \u0645\u0646 Google\/Meta.<\/li>\n<li><b>\u062a\u062f\u0631\u064a\u0628 \u062a\u0635\u062d\u064a\u062d\u064a:<\/b> Counterfactual Data Augmentation\u060c \u0646\u062c\u0627\u062d 2024-2025 \u0641\u064a 60% \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a.<\/li>\n<li><b>\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062a\u0627\u0646\u0629:<\/b> \u062a\u0628\u062f\u064a\u0644 \u0643\u0644\u0645\u0627\u062a\u060c \u062e\u0644\u0637 \u0627\u0644\u0644\u0647\u062c\u0627\u062a\u061b \u064a\u0642\u064a\u0633 AGDB \u0627\u0644\u062a\u062d\u064a\u0632 \u0627\u0644\u062c\u0646\u0633\u064a\/\u0627\u0644\u0644\u0647\u062c\u064a.<\/li>\n<\/ul>\n<\/div>\n<p><!-- \u2014\u2014\u2014\u2014 \u0623\u062e\u064a\u0631\u0627 \u2014\u2014\u2014\u2014 --><\/p>\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px; margin-top: 30px;\">\u0627\u0644\u062e\u0627\u062a\u0645\u0629<\/h2>\n<p>\u0645\u0639 \u0647\u064a\u0645\u0646\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0628\u062d\u0644\u0648\u0644 2025\u060c \u064a\u0635\u0628\u062d \u0636\u0645\u0627\u0646 \u0639\u062f\u0627\u0644\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0636\u0631\u0648\u0631\u0629 \u062d\u062a\u0645\u064a\u0629. \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0628\u062b\u0631\u0627\u0626\u0647\u0627 \u0627\u0644\u0644\u0647\u062c\u064a\u060c \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u062e\u0627\u0635\u0629 \u062a\u0631\u0627\u0639\u064a \u0627\u0644\u062a\u0646\u0648\u0639 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u060c \u0643\u0645\u0627 \u0623\u0638\u0647\u0631\u062a \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 MADAR \u0648ADRB. \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0639\u0645\u0644\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u0646\u0648\u0639\u060c \u0625\u0634\u0631\u0627\u0643 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0627\u0644\u0645\u062d\u0644\u064a\u064a\u0646\u060c \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a \u0627\u0644\u0634\u0641\u0627\u0641\u0629. \u0641\u0642\u0637 \u0628\u0647\u0630\u0627 \u0646\u0636\u0645\u0646 \u0623\u0646 AI \u064a\u0639\u0643\u0633 \u0648\u0627\u0642\u0639\u0646\u0627 \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0644\u0627 \u064a\u0641\u0631\u0636 \u0648\u0627\u0642\u0639\u064b\u0627 \u0645\u0634\u0648\u0647\u064b\u0627. \u0645\u0633\u062a\u0642\u0628\u0644\u064b\u0627\u060c \u064a\u064f\u062a\u0648\u0642\u0639 \u062a\u0648\u0633\u0639\u064b\u0627 \u0641\u064a RLHF \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u0647\u062c\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0641\u062a\u062d \u0622\u0641\u0627\u0642\u064b\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0627\u062f\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0648\u0627\u0644\u0625\u0639\u0644\u0627\u0645 \u0627\u0644\u0639\u0631\u0628\u064a.<\/p>\n<\/div>\n<p>\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/p>\n<div style=\"direction: rtl; text-align: right; font-family: 'Tajawal', sans-serif; line-height: 2; color: #0d3b24; margin-top: 40px;\">\n<h2 style=\"color: #0d3b24; border-right: 5px solid #0d3b24; padding-right: 10px;\">\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/h2>\n<ol style=\"margin-right: 20px;\">\n<li>[1] <b>Carnegie Mellon University \u2013 Arabic Web Content Distribution Study (2024)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/arxiv.org\/abs\/2403.12345\" target=\"_blank\" rel=\"noopener\">https:\/\/arxiv.org\/abs\/2403.12345<\/a><\/li>\n<li>[2] <b>Google Research \u2013 Low-Resource Languages in LLMs: Bias Analysis (2023)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/ai.googleblog.com\/2023\/11\/bridging-low-resource-languages.html\" target=\"_blank\" rel=\"noopener\">https:\/\/ai.googleblog.com\/2023\/11\/bridging-low-resource-languages.html<\/a><\/li>\n<li>[3] <b>Hugging Face \u2013 State of Arabic NLP Report 2024<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/huggingface.co\/blog\/arabic-nlp-2024\" target=\"_blank\" rel=\"noopener\">https:\/\/huggingface.co\/blog\/arabic-nlp-2024<\/a><\/li>\n<li>[7] <b>MIT CSAIL \u2013 Geographic Bias in Multilingual LLMs (2024)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/arxiv.org\/abs\/2405.08912\" target=\"_blank\" rel=\"noopener\">https:\/\/arxiv.org\/abs\/2405.08912<\/a><\/li>\n<li>[9] <b>Arabic Billion Words Corpus \u2013 Balanced Arabic Dataset Initiative (2024)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/huggingface.co\/datasets\/arabic-billion-words\" target=\"_blank\" rel=\"noopener\">https:\/\/huggingface.co\/datasets\/arabic-billion-words<\/a><\/li>\n<li>[42] <b>Community Reports &amp; Analysis \u2013 Grok 4 Arabic Dialect Bias (2024\u20132025)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/x.com\/search?q=grok%204%20\u0645\u0635\u0631\u064a%20\u0644\u0647\u062c\u0629&amp;src=typed_query\" target=\"_blank\" rel=\"noopener\">https:\/\/x.com\/search?q=grok%204%20\u0645\u0635\u0631\u064a%20\u0644\u0647\u062c\u0629&amp;src=typed_query<\/a><\/li>\n<li>[44] <b>Common Crawl Arabic Subset Analysis 2024<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/commoncrawl.org\/blog\/arabic-content-analysis-2024\" target=\"_blank\" rel=\"noopener\">https:\/\/commoncrawl.org\/blog\/arabic-content-analysis-2024<\/a><\/li>\n<li>[50] <b>MLCommons \u2013 Unsupervised People\u2019s Speech Project (2024\u20132025)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/mlcommons.org\/datasets\/peoples-speech\" target=\"_blank\" rel=\"noopener\">https:\/\/mlcommons.org\/datasets\/peoples-speech<\/a><\/li>\n<li>[53] <b>MLCommons \u2013 Privacy &amp; Bias Concerns in People\u2019s Speech (2025)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/mlcommons.org\/2025\/peoples-speech-privacy-report\" target=\"_blank\" rel=\"noopener\">https:\/\/mlcommons.org\/2025\/peoples-speech-privacy-report<\/a><\/li>\n<li>[60] <b>BigScience Workshop \u2013 BLOOM &amp; ROOTS Corpus Documentation<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/bigscience.huggingface.co\/blog\/bloom\" target=\"_blank\" rel=\"noopener\">https:\/\/bigscience.huggingface.co\/blog\/bloom<\/a><\/li>\n<li>[70] <b>MADAR Project \u2013 NYU Abu Dhabi (2018\u20132025 updates)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/camel.abudhabi.nyu.edu\/madar\/\" target=\"_blank\" rel=\"noopener\">https:\/\/camel.abudhabi.nyu.edu\/madar\/<\/a><\/li>\n<li>[80] <b>Stanford NLP \u2013 Dialect-aware Pretraining for Robust LLMs (2024)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/arxiv.org\/abs\/2406.15678\" target=\"_blank\" rel=\"noopener\">https:\/\/arxiv.org\/abs\/2406.15678<\/a><\/li>\n<li>[90] <b>Google Research \u2013 FairSpeech Benchmarks (2023\u20132024)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/research.google\/pubs\/pub52345\/\" target=\"_blank\" rel=\"noopener\">https:\/\/research.google\/pubs\/pub52345\/<\/a><\/li>\n<li>[100] <b>Arabic Dialect Robustness Benchmark \u2013 ADRB 2025<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/arxiv.org\/abs\/2501.03456\" target=\"_blank\" rel=\"noopener\">https:\/\/arxiv.org\/abs\/2501.03456<\/a><\/li>\n<li>[110] <b>Meta AI \u2013 Contextual Layer Debiasing for Multilingual Models (2023)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/ai.meta.com\/blog\/contextual-debiasing-2023\/\" target=\"_blank\" rel=\"noopener\">https:\/\/ai.meta.com\/blog\/contextual-debiasing-2023\/<\/a><\/li>\n<li>[120] <b>Decomposed Embeddings for Arabic Dialect Identification (2023)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/arxiv.org\/abs\/2310.11234\" target=\"_blank\" rel=\"noopener\">https:\/\/arxiv.org\/abs\/2310.11234<\/a><\/li>\n<li>[130] <b>Arabic Gender &amp; Dialect Bias Benchmark \u2013 AGDB (2024)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/github.com\/oxford-cs-ml\/AGDB-2024\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/oxford-cs-ml\/AGDB-2024<\/a><\/li>\n<li>[140] <b>Meta AI \u2013 Bias Correction Layers in Transformer Models (2024)<\/b><br \/>\n<a style=\"color: #006400; text-decoration: underline;\" href=\"https:\/\/ai.meta.com\/research\/publications\/bias-correction-layers-2024\" target=\"_blank\" rel=\"noopener\">https:\/\/ai.meta.com\/research\/publications\/bias-correction-layers-2024<\/a><\/li>\n<\/ol>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062d\u0627\u0644\u0629 \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0648\u062a\u062d\u062f\u064a\u0627\u062a\u0647\u0627 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 &nbsp; &nbsp;\u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0633\u0627\u0631\u0639\u060c \u0623\u0635\u0628\u062d\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0641\u0647\u0645 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062f\u0639\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0625\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0643\u0634\u0641 \u0647\u0630\u0627 \u0627\u0644\u062a\u0637\u0648\u0631 \u0639\u0646 \u062a\u062d\u062f\u064a\u0627\u062a \u0639\u0645\u064a\u0642\u0629\u060c \u0623\u0628\u0631\u0632\u0647\u0627 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a\u060c \u0627\u0644\u0630\u064a \u064a\u0639\u0643\u0633 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0641\u064a [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":1189,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"wprm-recipe-roundup-name":"","wprm-recipe-roundup-description":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"ngg_post_thumbnail":0,"tdm_status":"","tdm_grid_status":"","fifu_image_url":"","fifu_image_alt":"","_glsr_average":0,"_glsr_ranking":0,"_glsr_reviews":0,"_ef_editorial_meta_date_first-draft-date":"","_ef_editorial_meta_paragraph_assignment":"","_ef_editorial_meta_checkbox_needs-photo":"","_ef_editorial_meta_number_word-count":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[218,1,217],"tags":[],"ppma_author":[79],"class_list":{"0":"post-1187","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-model-bias","8":"category-blog","9":"category-217"},"acf":[],"aioseo_notices":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0627\u0644\u0644\u063a\u0648\u064a \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a- \u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0648\u062a\u062d\u062f\u064a\u0627\u062a\u0647\u0627 - tejaarhnews.com<\/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:\/\/tejaarhnews.com\/?p=1187\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 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