{"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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Um modelo professor compara trajetórias bem-sucedidas e fracassadas do mesmo problema para produzir explicações de treinamento, seguidas de ajuste supervisionado e aprendizado por reforço com recompensas baseadas nos resultados dos testes.","O sistema final atingiu 78% de acurácia geral na avaliação CodeForge Preview descrita no artigo. Os autores mediram isso em um conjunto de teste derivado da mesma fonte de dados; afirmam que a recompensa dos testes ajudou a distinguir reparos bem-sucedidos, embora a recuperação tenha permanecido baixa para algumas classes de erro. Esse resultado preliminar de benchmark não comprova sucesso em repositórios reais."],"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 المئوية","de":"Prozent","en":"Percent","es":"Porcentaje","fr":"Pourcentage","pt":"Percentual","tr":"Yüzde"},"type":"number","unit":"percent"},{"key":"scope","label":{"ar":"النطاق","de":"Umfang","en":"Scope","es":"Alcance","fr":"Périmètre","pt":"Escopo","tr":"Kapsam"},"language":"en","type":"text"}],"description":{"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 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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; 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