{"article_url":"https://newsverum.com/pt/news/competence-aware-orchestration-adjusts-llm-agent-teams","block":{"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":"ستة معايير؛ تجارب قائمة على GPT-4o؛ متوسط استخدام الرموز في إعدادات مختارة","de":"Sechs Benchmarks; GPT-4o-basierte Versuche; mittlerer Tokenverbrauch in ausgewählten Konfigurationen","en":"Six benchmarks; GPT-4o-based experiments; average token use in selected configurations","es":"Seis benchmarks; experimentos basados en GPT-4o; uso medio de tokens en ciertas configuraciones","fr":"Six benchmarks; expériences basées sur GPT-4o; usage moyen des tokens dans certaines configurations","pt":"Seis benchmarks; experimentos baseados em GPT-4o; uso médio de tokens em configurações selecionadas","tr":"GPT-4o tabanlı benchmark deneyi; seçili düzenlerde ortalama token kullanımı"},"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":"انخفاض استخدام الرموز في إعدادات مختارة لنماذج قوية","de":"Token-Einsparung in ausgewählten Konfigurationen leistungsstarker Modelle","en":"Token-use reduction in selected strong-model configurations","es":"Reducción del uso de tokens en ciertas configuraciones de modelos potentes","fr":"Réduction des tokens dans certaines configurations de modèles performants","pt":"Redução do uso de tokens em configurações selecionadas de modelos fortes","tr":"Seçilmiş güçlü model düzenlerinde token kullanımındaki azalma"},"scope":{"ar":"ستة معايير؛ تجارب قائمة على GPT-4o؛ متوسط استخدام الرموز في إعدادات مختارة","de":"Sechs Benchmarks; GPT-4o-basierte Versuche; mittlerer Tokenverbrauch in ausgewählten Konfigurationen","en":"Six benchmarks; GPT-4o-based experiments; average token use in selected configurations","es":"Seis benchmarks; experimentos basados en GPT-4o; uso medio de tokens en ciertas configuraciones","fr":"Six benchmarks; expériences basées sur GPT-4o; usage moyen des tokens dans certaines configurations","pt":"Seis benchmarks; experimentos baseados em GPT-4o; uso médio de tokens em configurações selecionadas","tr":"GPT-4o tabanlı benchmark deneyi; seçili düzenlerde ortalama token kullanımı"}}],"rows":[{"metric":"Token-use reduction in selected strong-model configurations","scope":"Six benchmarks; GPT-4o-based experiments; average token use in selected configurations","value":36.26}],"sourceUrls":["https://arxiv.org/html/2610.13144v1"],"title":{"ar":"نتيجة البحث","de":"Forschungsergebnis","en":"Research result","es":"Resultado del estudio","fr":"Résultat de l’étude","pt":"Resultado da pesquisa","tr":"Araştırma sonucu"},"type":"table","updatedAt":"2026-10-13T00:17:05Z"},"version":1}