{"article":{"annotation":{"article_id":"duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps","available_at":"2026-10-16T10:37:03.483222Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"c9a5cabdd0ca744d840e978e1907d3a745a0e8c9856f1a974cb4d9364bf3c64e","input_sha256":"be667451b8c6a0647b47bf8206ff671764ac24b94347a3597ed95001f8f2b9ea","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. Unknown country/city/coordinates remain absent; no automatic geocoding.","Article geometries keep their stated precision and methodology; reproducing them is not independent coordinate verification."],"method":"controlled-rules-v1","places":[{"admin1":null,"city":null,"coordinate_note":null,"coordinate_reference_system":"OGC:CRS84","coordinate_source":null,"country":"US","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://law.duke.edu/news/how-well-do-chatbots-and-humans-agree-legal-reasonableness"]}],"geometry":null,"id":"iso3166-1:US","kind":"country-or-area","labels":{"ar":"الولايات المتحدة الأمريكية","en":"United States of America","es":"Estados Unidos de América","fr":"États-Unis d’Amérique"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:13000000","confidence":null,"confidence_method":null,"evidence":[{"field":"category+topics","language":"en","note":"Preserved editorial category/topic; broad candidate only","source_urls":["https://law.duke.edu/news/how-well-do-chatbots-and-humans-agree-legal-reasonableness"]}],"method":"controlled-rules-v1","rule_id":"technology-broad","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=ar","category":"technology","content":{"key_points":[],"paragraphs":["لخصت كلية القانون بجامعة ديوك البحث في تقرير بتاريخ 15 أكتوبر. وقارنت الدراسة إجابات 500 شخص و26 نموذجاً للذكاء الاصطناعي، بما في ذلك أنظمة من ChatGPT وClaude وGemini وLlama وGrok وDeepSeek، عبر 25 سيناريو قانونياً يسأل عما يعد «معقولاً». وكان البحث قد نُشر كنسخة أولية على arXiv وقُبل في مؤتمر AAAI/ACM للذكاء الاصطناعي والأخلاق والمجتمع.","وأفاد الباحثون بأن إجابات النماذج عكست الأحكام البشرية عموماً لكنها تجمعت في نطاق أضيق من إجابات الأشخاص. وفي بعض السيناريوهات منحت النماذج الحكومة والشركات هامشاً أكبر مقارنة بالأفراد؛ كما مالت إجاباتها إلى محاكاة آراء المشاركين الأكبر سناً والبيض والرجال والحاصلين على تعليم جامعي. وقال الفريق إن النتائج تحتاج إلى اختبارات إضافية بمشاركين أكثر تنوعاً ومجموعة أوسع من روبوتات المحادثة."],"sections":[]},"corrections":[],"country":"US","data":{"blocks":[{"description":{"ar":"تقييمات لما يعد «معقولاً» عبر 25 سيناريو قانونياً.","de":"Bewertung dessen, was in 25 rechtlichen Szenarien „angemessen“ war.","en":"Assessments of what was “reasonable” across 25 legal scenarios.","es":"Evaluaciones de lo que era «razonable» en 25 escenarios legales.","fr":"Évaluations de ce qui était « raisonnable » dans 25 scénarios juridiques.","pt":"Avaliações do que seria «razoável» em 25 cenários jurídicos.","tr":"25 hukuki senaryoda “makul” görülen yanıtları değerlendirme."},"id":"study-record","items":[{"date":"2026-10-15","description":{"ar":"500 مشاركاً و26 نموذجاً للذكاء الاصطناعي و25 سيناريو.","de":"500 Teilnehmende, 26 KI-Modelle und 25 Szenarien.","en":"500 participants, 26 AI models and 25 scenarios.","es":"500 participantes, 26 modelos de IA y 25 escenarios.","fr":"500 participants, 26 modèles d’IA et 25 scénarios.","pt":"500 participantes, 26 modelos de IA e 25 cenários.","tr":"500 katılımcı, 26 AI modeli ve 25 senaryo."},"label":{"ar":"مقارنة إجابات البشر والنماذج","de":"Vergleich menschlicher Antworten und Modelle","en":"Human and model comparison","es":"Comparación entre respuestas humanas y modelos","fr":"Comparaison entre réponses humaines et modèles","pt":"Comparação de respostas humanas e modelos","tr":"İnsan ve model karşılaştırması"},"status":"occurred"}],"methodology":{"ar":"المنهج والنتائج وفق ملخص ديوك وبحث arXiv. وتقتصر النتائج على عينة الدراسة وسيناريوهاتها ولا تثبت أداءً موثقاً في أحكام المحاكم.","de":"Methoden und Ergebnisse laut Duke und arXiv-Arbeit. Die Ergebnisse sind auf Stichprobe und Szenarien begrenzt und belegen keine validierte Leistung in Gerichtsverfahren.","en":"Methods and findings as reported by Duke and the arXiv paper. Results are limited to the study sample and scenarios; they do not establish validated courtroom decision performance.","es":"Métodos y hallazgos según Duke y el artículo de arXiv. Los resultados se limitan a la muestra y escenarios del estudio; no validan el desempeño en tribunales.","fr":"Méthode et résultats selon Duke et l’article arXiv. Les résultats se limitent à l’échantillon et aux scénarios étudiés; ils ne valident pas une performance judiciaire en conditions réelles.","pt":"Métodos e resultados conforme Duke e o artigo do arXiv. Os resultados se limitam à amostra e aos cenários do estudo e não comprovam desempenho validado em tribunais.","tr":"Duke’un haber özeti ve arXiv makalesindeki yöntem ve bulgular. Sonuçlar çalışmadaki katılımcı örneklemi ve senaryolarla sınırlıdır; mahkemelerde doğrulanmış karar performansı göstermez."},"sourceUrls":["https://law.duke.edu/news/how-well-do-chatbots-and-humans-agree-legal-reasonableness"],"title":{"ar":"دراسة المعقولية القانونية","de":"Studie zu rechtlicher Angemessenheit","en":"Legal-reasonableness study","es":"Estudio de razonabilidad jurídica","fr":"Étude sur le caractère raisonnable en droit","pt":"Estudo de razoabilidade jurídica","tr":"Hukuki makullük çalışması"},"type":"events","updatedAt":"2026-10-16T10:20:41+00:00"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps/data/study-record?lang=ar&format=csv","json":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps/data/study-record?lang=ar&format=json"},"id":"study-record"}],"data_types":["events"],"editorial_illustration":{"alt":"رسم توضيحي مفاهيمي للتكنولوجيا والمعالجات والمعلومات 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University School of Law","publishedAt":"2026-10-15","url":"https://law.duke.edu/news/how-well-do-chatbots-and-humans-agree-legal-reasonableness"}],"summary":"قارن الباحثون إجابات 500 شخص بإجابات 26 نموذجاً لغوياً عبر 25 سيناريو قانونياً؛ وكانت إجابات النماذج أكثر تجانساً وأحياناً أكثر تساهلاً مع المؤسسات.","text":"قارن الباحثون إجابات 500 شخص بإجابات 26 نموذجاً لغوياً عبر 25 سيناريو قانونياً؛ وكانت إجابات النماذج أكثر تجانساً وأحياناً أكثر تساهلاً مع المؤسسات.\n\nلخصت كلية القانون بجامعة ديوك البحث في تقرير بتاريخ 15 أكتوبر. وقارنت الدراسة إجابات 500 شخص و26 نموذجاً للذكاء الاصطناعي، بما في ذلك أنظمة من ChatGPT وClaude وGemini وLlama وGrok وDeepSeek، عبر 25 سيناريو قانونياً يسأل عما يعد «معقولاً». وكان البحث قد نُشر كنسخة أولية على arXiv وقُبل في مؤتمر AAAI/ACM للذكاء الاصطناعي والأخلاق والمجتمع.\n\nوأفاد الباحثون بأن إجابات النماذج عكست الأحكام البشرية عموماً لكنها تجمعت في نطاق أضيق من إجابات الأشخاص. وفي بعض السيناريوهات منحت النماذج الحكومة والشركات هامشاً أكبر مقارنة بالأفراد؛ كما مالت إجاباتها إلى محاكاة آراء المشاركين الأكبر سناً والبيض والرجال والحاصلين على تعليم جامعي. وقال الفريق إن النتائج تحتاج إلى اختبارات إضافية بمشاركين أكثر تنوعاً ومجموعة أوسع من روبوتات المحادثة.","title":"دراسة من ديوك تجد تشابهاً واختلافاً في أحكام روبوتات المحادثة القانونية","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"},{"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=en","language":"en","url":"https://newsverum.com/en/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"},{"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"},{"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"},{"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=es","language":"es","url":"https://newsverum.com/es/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"},{"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=de","language":"de","url":"https://newsverum.com/de/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"},{"api_url":"https://newsverum.com/api/v1/articles/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"}],"url":"https://newsverum.com/ar/news/duke-study-finds-chatbots-align-with-human-legal-reasoning-with-gaps"},"version":"1"}