{"article":{"annotation":{"article_id":"swe-critix-trains-agent-critics-on-code-repair-trajectories","available_at":"2026-10-13T00:52:26.287290Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"4cbe9400dd42c8f6c08edadb3e5ca6d84dacdaf6afd80c3b2b11df4f7aa126df","input_sha256":"7f01657d4e2739335df074a4f38139b813c547bc9e39d9789e180cd2682a6b13","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. 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برمجة. ويقارن نموذج معلّم سجلات ناجحة وفاشلة للمشكلة نفسها لإنتاج شروح تدريبية، ثم يُجرى ضبط دقيق خاضع للإشراف وتعلم معزز بمكافآت قائمة على نتائج الاختبارات.","بلغت الدقة الإجمالية للنظام النهائي 78% في تقييم CodeForge Preview الوارد في الورقة. قاس الباحثون ذلك على مجموعة اختبار مستمدة من مصدر البيانات نفسه؛ وقالوا إن التدريب بمكافآت الاختبار ساعد في تمييز الإصلاحات الناجحة، مع بقاء الاستدعاء منخفضاً لبعض فئات الأخطاء. لا تثبت هذه النتيجة المعيارية المبكرة نجاح الإصلاح في مستودعات حقيقية."],"sections":[]},"corrections":[],"country":"HK","data":{"blocks":[{"columns":[{"key":"metric","label":{"ar":"المقياس","de":"Messgröße","en":"Measure","es":"Medida","fr":"Mesure","pt":"Medida","tr":"Ölçüt"},"language":"en","type":"text"},{"key":"value","label":{"ar":"النسبة 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aynı kaynaktan türetilen test izleri; yazarların bildirdiği genel doğruluk"},"id":"reported-result-1","methodology":{"ar":"تقتصر القيمة على تجربة المعيار المذكورة في الورقة؛ وليست نتيجة ميدانية أو ضماناً عاماً للأداء.","de":"Der Wert ist auf das im Artikel beschriebene Benchmark-Experiment beschränkt; er ist kein Feldergebnis und keine allgemeine Leistungsgarantie.","en":"The value is limited to the benchmark experiment reported in the paper; it is not a field result or general performance guarantee.","es":"El valor se limita al experimento de benchmark descrito en el artículo; no es un resultado de campo ni una garantía general.","fr":"La valeur se limite à l’expérience de benchmark décrite dans l’article; ce n’est ni un résultat de terrain ni une garantie générale.","pt":"O valor se limita ao experimento de benchmark descrito no artigo; não é um resultado de campo nem uma garantia geral.","tr":"Değer, makalenin belirttiği benchmark deneyiyle sınırlıdır; saha sonucu veya genel performans garantisi değildir."},"rowTranslations":[{"metric":{"ar":"الدقة الإجمالية لمسارات اختبار CodeForge Preview","de":"Gesamtgenauigkeit bei CodeForge-Preview-Testverläufen","en":"Overall accuracy on CodeForge Preview test trajectories","es":"Precisión general en trayectorias de prueba de CodeForge Preview","fr":"Précision globale sur les trajectoires de test CodeForge Preview","pt":"Acurácia geral nas trajetórias de teste do CodeForge Preview","tr":"CodeForge Preview test izlerinde genel doğruluk"},"scope":{"ar":"CodeForge Preview؛ مسارات اختبار مشتقة من المصدر نفسه؛ الدقة الإجمالية وفق المؤلفين","de":"CodeForge Preview; Testverläufe aus derselben Quelle; von den Autoren berichtete Gesamtgenauigkeit","en":"CodeForge Preview; test trajectories derived from the same source; overall accuracy reported by authors","es":"CodeForge Preview; trayectorias de prueba derivadas de la misma fuente; precisión general comunicada por los autores","fr":"CodeForge Preview; trajectoires de test 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preprint by researchers affiliated with Huawei and Monash University Malaysia","publishedAt":"2026-10-09","url":"https://arxiv.org/html/2610.13356v1"}],"summary":"تدرب الطريقة وكيلاً برمجياً على نقد مسارات الإصلاح باستخدام الاستدلال المقارن ومكافآت الاختبار.","text":"تدرب الطريقة وكيلاً برمجياً على نقد مسارات الإصلاح باستخدام الاستدلال المقارن ومكافآت الاختبار.\n\nقدّم باحثون مرتبطون بهواوي وجامعة موناش في ماليزيا SWE-Critix، وهي طريقة لتدريب نماذج تحقق تحكم على إتمام المهمة من سجل تنفيذ وكيل برمجة. ويقارن نموذج معلّم سجلات ناجحة وفاشلة للمشكلة نفسها لإنتاج شروح تدريبية، ثم يُجرى ضبط دقيق خاضع للإشراف وتعلم معزز بمكافآت قائمة على نتائج الاختبارات.\n\nبلغت الدقة الإجمالية للنظام النهائي 78% في تقييم CodeForge Preview الوارد في الورقة. قاس الباحثون ذلك على مجموعة اختبار مستمدة من مصدر البيانات نفسه؛ وقالوا إن التدريب بمكافآت الاختبار ساعد في تمييز الإصلاحات الناجحة، مع بقاء الاستدعاء منخفضاً لبعض فئات الأخطاء. لا تثبت هذه النتيجة المعيارية المبكرة نجاح الإصلاح في مستودعات حقيقية.","title":"يدرب SWE-Critix نقاد الوكلاء لإصلاح الشيفرة","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/swe-critix-trains-agent-critics-on-code-repair-trajectories?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"},{"api_url":"https://newsverum.com/api/v1/articles/swe-critix-trains-agent-critics-on-code-repair-trajectories?lang=en","language":"en","url":"https://newsverum.com/en/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"},{"api_url":"https://newsverum.com/api/v1/articles/swe-critix-trains-agent-critics-on-code-repair-trajectories?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"},{"api_url":"https://newsverum.com/api/v1/articles/swe-critix-trains-agent-critics-on-code-repair-trajectories?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"},{"api_url":"https://newsverum.com/api/v1/articles/swe-critix-trains-agent-critics-on-code-repair-trajectories?lang=es","language":"es","url":"https://newsverum.com/es/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"},{"api_url":"https://newsverum.com/api/v1/articles/swe-critix-trains-agent-critics-on-code-repair-trajectories?lang=de","language":"de","url":"https://newsverum.com/de/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"},{"api_url":"https://newsverum.com/api/v1/articles/swe-critix-trains-agent-critics-on-code-repair-trajectories?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"}],"url":"https://newsverum.com/ar/news/swe-critix-trains-agent-critics-on-code-repair-trajectories"},"version":"1"}