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preprint by Tsinghua University, NVIDIA and collaborating researchers","publishedAt":"2026-10-09","url":"https://arxiv.org/html/2610.13632v1"}],"summary":"يجمع HOA بين المراجعة المستقلة وملاحظات المعرفة المنظمة والتحقق الرسمي.","text":"يجمع HOA بين المراجعة المستقلة وملاحظات المعرفة المنظمة والتحقق الرسمي.\n\nقدّم باحثون HOA، وهو سير عمل مفتوح ينسق جلسات متعددة لوكلاء في مسائل الرياضيات والعلوم الصعبة. ويرسل الحلول المرشحة إلى مراجع مستقل، ويوفر المعرفة التخصصية الناقصة عبر موسوعة منظمة، ويفحص البراهين المصاغة بلغة Lean باستخدام مدقق موثوق.\n\nأفاد الباحثون بأن HOA حل 672 مسألة من PutnamBench و251 مسألة من Lean-Eval. وتشمل التجارب أيضاً مجموعات المسائل الرسمية لأولمبياد الرياضيات والفيزياء والكيمياء والبرمجة لعام 2026؛ وتختلف طريقة التصحيح حسب المجال، فتستخدم مراجعة بشرية أو اختبارات برمجية أو حكماً من نموذج لغوي. تقتصر النتائج على هذه المهام وأساليب التقييم ولا تثبت قدرة عامة على الاكتشاف العلمي.","title":"باحثون يطرحون سير عمل متعدد الجلسات لوكلاء 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