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preprint by Texas Tech University researchers","publishedAt":"2026-10-09","url":"https://arxiv.org/html/2610.13889v1"}],"summary":"يجمع RATED بين المطابقة الدلالية وملاحظات نجاح الأدوات أثناء التشغيل.","text":"يجمع RATED بين المطابقة الدلالية وملاحظات نجاح الأدوات أثناء التشغيل.\n\nقدّم باحثون من جامعة تكساس التقنية RATED، وهي طريقة لترتيب أدوات الوكلاء وفق صلة الأداة بالطلب وملاحظات التنفيذ معاً. وتجمع الطريقة بين مشفّر دلالي وخوارزمية باندت سياقية تعيد ترتيب الأدوات بعد إشارات النجاح أو الإخفاق.\n\nفي معيار EcoAgent، أفاد الباحثون بزيادة نسبية قدرها 52.2% في MRR مقارنة بمسترجع واجهات ToolLLM. وعند محاكاة تعطل 30% من الأدوات، انخفض اختيار الأدوات المتعطلة من 86.2% في خط الأساس إلى 2.9% مع RATED. هذه نتائج لطلبات معيارية وأعطال محقونة، ولا تثبت الموثوقية في الإنتاج.","title":"باحثو تكساس تك يختبرون استرجاع الأدوات المراعي للموثوقية","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"},{"api_url":"https://newsverum.com/api/v1/articles/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval?lang=en","language":"en","url":"https://newsverum.com/en/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"},{"api_url":"https://newsverum.com/api/v1/articles/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"},{"api_url":"https://newsverum.com/api/v1/articles/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"},{"api_url":"https://newsverum.com/api/v1/articles/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval?lang=es","language":"es","url":"https://newsverum.com/es/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"},{"api_url":"https://newsverum.com/api/v1/articles/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval?lang=de","language":"de","url":"https://newsverum.com/de/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"},{"api_url":"https://newsverum.com/api/v1/articles/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"}],"url":"https://newsverum.com/ar/news/texas-tech-study-adds-runtime-reliability-to-ai-tool-retrieval"},"version":"1"}