{"id":27631,"date":"2024-03-03T13:06:15","date_gmt":"2024-03-03T14:06:15","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-transportinggames-%d9%85%d8%ad%da%a9-%d8%b2%d8%af%d9%86-%d8%af%d8%a7%d9%86%d8%b4-%d8%aa%d8%a8%d8%a7%d8%af%d9%84-%da%86%d9%86%d8%af-%d9%88%d8%ac%d9%87%db%8c-%d9%85\/"},"modified":"2024-03-03T13:06:16","modified_gmt":"2024-03-03T14:06:16","slug":"%d9%85%d9%82%d8%a7%d9%84%d9%87-transportinggames-%d9%85%d8%ad%da%a9-%d8%b2%d8%af%d9%86-%d8%af%d8%a7%d9%86%d8%b4-%d8%aa%d8%a8%d8%a7%d8%af%d9%84-%da%86%d9%86%d8%af-%d9%88%d8%ac%d9%87%db%8c-%d9%85","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-transportinggames-%d9%85%d8%ad%da%a9-%d8%b2%d8%af%d9%86-%d8%af%d8%a7%d9%86%d8%b4-%d8%aa%d8%a8%d8%a7%d8%af%d9%84-%da%86%d9%86%d8%af-%d9%88%d8%ac%d9%87%db%8c-%d9%85\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 TransportingGames: \u0645\u062d\u06a9 \u0632\u062f\u0646 \u062f\u0627\u0646\u0634 \u062a\u0628\u0627\u062f\u0644 (\u0686\u0646\u062f \u0648\u062c\u0647\u06cc) \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af"},"content":{"rendered":"<table class=\"table table-striped table-hover\">\n<tbody>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>TransportationGames: Benchmarking Transportation Knowledge of (Multimodal) Large Language Models<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n<td>\u0645\u0642\u0627\u0644\u0647 TransportingGames: \u0645\u062d\u06a9 \u0632\u062f\u0646 \u062f\u0627\u0646\u0634 \u062a\u0628\u0627\u062f\u0644 (\u0686\u0646\u062f \u0648\u062c\u0647\u06cc) \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\n<td>Xue Zhang, Xiangyu Shi, Xinyue Lou, Rui Qi, Yufeng Chen, Jinan Xu, Wenjuan Han<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 <\/td>\n<td>\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647: <\/td>\n<td>PDF<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n<td>14<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a  <\/td>\n<td>Computation and Language,\u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0632\u0628\u0627\u0646 ,<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a    <\/td>\n<td>Submitted 9 January, 2024; originally announced January 2024. , Comments: Work in Progress<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc    <\/td>\n<td>\u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 \u062f\u0631 9 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u061b\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0698\u0627\u0646\u0648\u06cc\u0647 2024 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f \u060c \u0646\u0638\u0631\u0627\u062a: \u06a9\u0627\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u06a9\u06cc\u062f\u0647<\/h2>\n<p style=\"direction:ltr;\">Large language models (LLMs) and multimodal large language models (MLLMs) have shown excellent general capabilities, even exhibiting adaptability in many professional domains such as law, economics, transportation, and medicine. Currently, many domain-specific benchmarks have been proposed to verify the performance of (M)LLMs in specific fields. Among various domains, transportation plays a crucial role in modern society as it impacts the economy, the environment, and the quality of life for billions of people. However, it is unclear how much traffic knowledge (M)LLMs possess and whether they can reliably perform transportation-related tasks. To address this gap, we propose TransportationGames, a carefully designed and thorough evaluation benchmark for assessing (M)LLMs in the transportation domain. By comprehensively considering the applications in real-world scenarios and referring to the first three levels in Bloom&#8217;s Taxonomy, we test the performance of various (M)LLMs in memorizing, understanding, and applying transportation knowledge by the selected tasks. The experimental results show that although some models perform well in some tasks, there is still much room for improvement overall. We hope the release of TransportationGames can serve as a foundation for future research, thereby accelerating the implementation and application of (M)LLMs in the transportation domain.<\/p>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc)<\/h2>\n<p>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLMS) \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0686\u0646\u062f \u062d\u0627\u0644\u062a\u0647 (MLLMS) \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc \u0639\u0627\u0644\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f \u060c \u062d\u062a\u06cc \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u062d\u0631\u0641\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0642\u0627\u0646\u0648\u0646 \u060c \u0627\u0642\u062a\u0635\u0627\u062f \u060c \u062d\u0645\u0644 \u0648 \u0646\u0642\u0644 \u0648 \u067e\u0632\u0634\u06a9\u06cc \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f (M) LLMS \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062e\u0627\u0635 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.\u062f\u0631 \u0645\u06cc\u0627\u0646 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u060c \u062d\u0645\u0644 \u0648 \u0646\u0642\u0644 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u0645\u062f\u0631\u0646 \u062f\u0627\u0631\u062f \u0632\u06cc\u0631\u0627 \u0628\u0631 \u0627\u0642\u062a\u0635\u0627\u062f \u060c \u0645\u062d\u06cc\u0637 \u0632\u06cc\u0633\u062a \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u0632\u0646\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f\u0647\u0627 \u0646\u0641\u0631 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f.\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0645\u0634\u062e\u0635 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u062f\u0627\u0646\u0634 \u062a\u0631\u0627\u0641\u06cc\u06a9 (M) LLM \u0647\u0627 \u0686\u0642\u062f\u0631 \u062f\u0627\u0631\u0646\u062f \u0648 \u0622\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u0645\u0644 \u0648 \u0646\u0642\u0644 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.\u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u060c \u0645\u0627 TransportingGames \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc (M) LLMS \u062f\u0631 \u062d\u0648\u0632\u0647 \u062d\u0645\u0644 \u0648 \u0646\u0642\u0644.\u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u062c\u0627\u0645\u0639 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0645\u0631\u0627\u062c\u0639\u0647 \u0628\u0647 \u0633\u0647 \u0633\u0637\u062d \u0627\u0648\u0644 \u062f\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0644\u0648\u0645 \u060c \u0639\u0645\u0644\u06a9\u0631\u062f LLM \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (M) LLM \u0631\u0627 \u062f\u0631 \u062d\u0641\u0638 \u060c \u062f\u0631\u06a9 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u0646\u0634 \u062d\u0645\u0644 \u0648 \u0646\u0642\u0644 \u062a\u0648\u0633\u0637 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u0645.\u0646\u062a\u0627\u06cc\u062c \u062a\u062c\u0631\u0628\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0627\u06af\u0631\u0686\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0631\u0646\u062f \u060c \u0627\u0645\u0627 \u0647\u0646\u0648\u0632 \u0647\u0645 \u0641\u0636\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.\u0645\u0627 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 TransportionGames \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0634\u062f \u060c \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0627\u062c\u0631\u0627\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f LLMS (M) LLM \u062f\u0631 \u062d\u0648\u0632\u0647 \u062d\u0645\u0644 \u0648 \u0646\u0642\u0644 \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div style=\"\r\n  background-color: #FFFBEA;\r\n  border: 1px solid #FCD34D;\r\n  border-left: 6px solid #FBBF24;\r\n  padding: 20px;\r\n  border-radius: 10px;\r\n  margin-top: 30px;\r\n  font-family: 'Vazirmatn', sans-serif;\r\n  color: #78350F;\r\n  line-height: 1.9;\r\n  box-shadow: 0 4px 12px rgba(0,0,0,0.04);\r\n\">\r\n\r\n\r\n<hr style=\"border:none;border-top:1px dashed #FCD34D;margin:18px 0;\">\r\n\r\n<h2 style=\"margin-top:0;\">\ud83d\udcda \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0622\u0645\u0648\u0632\u0634\u06cc (\u067e\u06a9\u06cc\u062c \u06a9\u0627\u0645\u0644)<\/h2>\r\n\r\n<p style=\"margin-top:0;\">\r\n\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u06a9\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0631\u0627\u06cc <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0648 \u062a\u0633\u0644\u0637 \u06a9\u0627\u0645\u0644 \u0628\u0631 \u0645\u0628\u0627\u062d\u062b<\/strong> \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0646\u06cc\u0632 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.\r\n<\/p>\r\n\r\n<ul style=\"list-style-type:'\u2705 '; padding-left:20px; font-size:16px; line-height:1.9;\">\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062e\u0648\u062f\u0645\u0648\u0646\u06cc) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/nokte_7046_Docker%20%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85%20%D9%88%20%D8%AA%DA%A9%D9%86%DB%8C%DA%A9%E2%80%8C%D9%87%D8%A7%DB%8C%20%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87%20%D8%AF%D8%B1%20Docker%20Compose.pdf_extract.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u0646\u06a9\u0627\u062a \u0633\u0627\u062f\u0647\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u0641\u0627\u0631\u0633\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0646\u06af\u0627\u0631\u0634 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u0639\u0644\u0645\u06cc\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/nokte_formal_7046_Docker%20%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85%20%D9%88%20%D8%AA%DA%A9%D9%86%DB%8C%DA%A9%E2%80%8C%D9%87%D8%A7%DB%8C%20%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87%20%D8%AF%D8%B1%20Docker%20Compose.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u0646\u06a9\u0627\u062a \u0631\u0633\u0645\u06cc\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u062a\u0634\u0631\u06cc\u062d\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n\u2014 \u0647\u0631 \u0633\u0624\u0627\u0644 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/qa_26193_%D8%AF%D9%88%D8%B1%D9%87%20%D8%AC%D8%A7%D9%85%D8%B9%20%D8%A7%D8%B5%D9%88%D9%84%20%D8%A8%DB%8C%D9%85%D9%87%20%D8%A7%D8%B2%20%D9%85%D8%A8%D8%A7%D9%86%DB%8C%20%D8%AA%D8%A7%20%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C%E2%80%8C%D9%87%D8%A7%DB%8C%20%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%D8%AF%DB%8C.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639<\/strong><br>\r\n\u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0628\u0639\u062f \u0627\u0632 \u0633\u0624\u0627\u0644 \u0628\u0631\u0627\u06cc \u0645\u0631\u0648\u0631 \u0633\u0631\u06cc\u0639\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/quiz_type1_7046_Docker%20%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85%20%D9%88%20%D8%AA%DA%A9%D9%86%DB%8C%DA%A9%E2%80%8C%D9%87%D8%A7%DB%8C%20%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87%20%D8%AF%D8%B1%20Docker%20Compose.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u06a9\u0648\u06cc\u06cc\u0632 \u0633\u0631\u06cc\u0639\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc<\/strong><br>\r\n\u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0628\u062e\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc 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\u0644\u06cc\u0646\u06a9\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0648\u0631\u0647 \u0637\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 <strong>24 \u0633\u0627\u0639\u062a<\/strong> \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\r\n        <li>\u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u0644\u06cc\u0646\u06a9 \u0647\u0627 \u0628\u0647  \u0634\u0645\u0627\u0631\u0647 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0634\u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f. \u067e\u0633 \u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u0645\u0627\u0631\u0647 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0635\u062d\u06cc\u062d \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f.<\/li>\r\n        <li>\u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0647 \u0634\u0645\u0627\u0631\u0647 <strong>09395106248<\/strong> \u067e\u06cc\u0627\u0645\u06a9 \u062f\u0647\u06cc\u062f \u06cc\u0627 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f. (\u0627\u06cc\u062f\u0647 \u0622\u0644 \u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0627\u0631\u0633\u0627\u0644 \u067e\u06cc\u0627\u0645 \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646 \u0647\u0627 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0634\u0645\u0627\u0631\u0647 \u0627\u0633\u062a \u062a\u0627 \u0633\u0631\u06cc\u0639\u0627 \u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u062d\u0635\u0648\u0644 \u0647\u0645\u0627\u0646 \u062c\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u06af\u0631\u062f\u062f.)<\/li>\r\n        <li>\u0627\u06af\u0631 \u067e\u0631\u062f\u0627\u062e\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0648\u0644\u06cc \u0628\u0639\u062f \u0627\u0632 24 \u0633\u0627\u0639\u062a \u0647\u0646\u0648\u0632 \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0646\u0627\u0645 \u0648 \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc \u0648 \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u067e\u06cc\u0627\u0645\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627\r\n            \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.<\/li>\r\n    <\/ul>\r\n    <p style=\"font-size: 16px; line-height: 1.8; margin-top: 15px;\"> \ud83d\udcac \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc:<br> \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u06cc\u0627 \u0647\u0631 \u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646 \u062f\u0627\u062e\u0644\u06cc \u06cc\u0627 \u067e\u06cc\u0627\u0645\u06a9:\r\n        <strong>09395106248<\/strong><br> \u062a\u0644\u06af\u0631\u0627\u0645: <strong>@ma_limbs<\/strong> <\/p>\r\n\t\r\n\t\r\n<\/div>\r\n\r\n\r\n\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc TransportationGames: Benchmarking Transportation Knowledge of (Multimodal) Large Language Models \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 TransportingGames: \u0645\u062d\u06a9 [&hellip;]<\/p>\n","protected":false},"featured_media":27,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_brand":[],"product_cat":[15,21],"product_tag":[265,285],"class_list":["post-27631","product","type-product","status-publish","has-post-thumbnail","product_cat-15","product_cat-21","product_tag-computation-and-language","product_tag-285","pmpro-has-access","desktop-align-left","tablet-align-left","mobile-align-left","first","instock","downloadable","virtual","purchasable","product-type-simple"],"_links":{"self":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product\/27631","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/comments?post=27631"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media\/27"}],"wp:attachment":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media?parent=27631"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_brand?post=27631"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=27631"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=27631"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}