{"article":{"annotation":{"article_id":"dualentry-accounting-ai-benchmark-results-2026","available_at":"2026-10-21T15:31:26.435811Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"ca665b60f4e564bec44bf25889d7aa413d030d98f41c3a0f8de54bf2c378c49f","input_sha256":"ef30cfe4eed102e1bb01a3c8974258649a7333a17763711175e4b86350468d15","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":[],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:20001298","confidence":null,"confidence_method":null,"evidence":[{"field":"en.title+en.summary","language":"en","note":"Subject suggested from the title or summary: AI","source_urls":["https://markets.financialcontent.com/stocks/article/bizwire-2026-10-21-deepseeks-latest-update-scores-lower-on-accounting-work-as-open-models-trail-on-consistency-dualentry-benchmark-finds"]}],"method":"controlled-rules-v1","rule_id":"artificial-intelligence","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=pt","category":"technology","content":{"key_points":[],"paragraphs":["A DualEntry anunciou em 21 de outubro os resultados do Accounting AI Benchmark, que avalia modelos em 101 casos sintéticos de oito áreas contábeis. A empresa informou que cada um dos 19 modelos foi testado três vezes com o mesmo ambiente contábil, ferramentas e instruções; uma tarefa contou como aprovada quando a regra fixa foi cumprida em pelo menos duas execuções.","A DualEntry informou precisão geral de 91,1% para Gemini 4 Argon e 82,2% para DeepSeek V4.1 Flash 1017, contra 84,2% da versão anterior DeepSeek V4.1 Flash. A página do benchmark diz que os resultados usam a versão de avaliação de 13 de outubro. As pontuações descrevem esse conjunto sintético e sua metodologia; não comprovam desempenho em trabalho contábil real."],"sections":[]},"corrections":[],"country":null,"data":{"blocks":[{"description":{"ar":"قارنت الشركة 19 نموذجاً للذكاء الاصطناعي في 101 حالة محاسبية اصطناعية، وشغّلت كل حالة ثلاث مرات بالبيئة والتعليمات نفسها. وأفادت بأن Gemini 4 Argon سجل أعلى دقة في جولة الاختبار.","de":"Das Unternehmen verglich 19 KI-Modelle anhand von 101 synthetischen Buchhaltungsfällen, die jeweils dreimal in derselben Umgebung und mit denselben Anweisungen ausgeführt wurden. Gemini 4 Argon erzielte laut Bericht in dieser Runde die höchste Genauigkeit.","en":"The company compared 19 AI models on 101 synthetic accounting cases, each run three times under the same environment and instructions. It reported Gemini 4 Argon with the highest accuracy in that test round.","es":"La empresa comparó 19 modelos de IA en 101 casos contables sintéticos, ejecutados tres veces con el mismo entorno e instrucciones. Informó que Gemini 4 Argon obtuvo la mayor exactitud en esa ronda.","fr":"L’entreprise a comparé 19 modèles d’IA sur 101 cas comptables synthétiques, chacun exécuté trois fois dans le même environnement et avec les mêmes consignes. Elle a indiqué que Gemini 4 Argon affichait la meilleure exactitude lors de cette série.","pt":"A empresa comparou 19 modelos de IA em 101 casos contábeis sintéticos, cada um executado três vezes no mesmo ambiente e com as mesmas instruções. Segundo o relatório, o Gemini 4 Argon teve a maior precisão nessa rodada.","tr":"Şirket 19 yapay zekâ modelini, aynı ortam ve talimatlarla üç kez çalıştırılan 101 sentetik muhasebe vakasında karşılaştırdı. Bu test turunda en yüksek doğruluğu Gemini 4 Argon için bildirdi."},"id":"announcement","items":[{"date":"2026-10-21","description":{"ar":"قارنت الشركة 19 نموذجاً للذكاء الاصطناعي في 101 حالة محاسبية اصطناعية، وشغّلت كل حالة ثلاث مرات بالبيئة والتعليمات نفسها. وأفادت بأن Gemini 4 Argon سجل أعلى دقة في جولة الاختبار.","de":"Das Unternehmen verglich 19 KI-Modelle anhand von 101 synthetischen Buchhaltungsfällen, die jeweils dreimal in derselben Umgebung und mit denselben Anweisungen ausgeführt wurden. Gemini 4 Argon erzielte laut Bericht in dieser Runde die höchste Genauigkeit.","en":"The company compared 19 AI models on 101 synthetic accounting cases, each run three times under the same environment and instructions. It reported Gemini 4 Argon with the highest accuracy in that test round.","es":"La empresa comparó 19 modelos de IA en 101 casos contables sintéticos, ejecutados tres veces con el mismo entorno e instrucciones. Informó que Gemini 4 Argon obtuvo la mayor exactitud en esa ronda.","fr":"L’entreprise a comparé 19 modèles d’IA sur 101 cas comptables synthétiques, chacun exécuté trois fois dans le même environnement et avec les mêmes consignes. Elle a indiqué que Gemini 4 Argon affichait la meilleure exactitude lors de cette série.","pt":"A empresa comparou 19 modelos de IA em 101 casos contábeis sintéticos, cada um executado três vezes no mesmo ambiente e com as mesmas instruções. Segundo o relatório, o Gemini 4 Argon teve a maior precisão nessa rodada.","tr":"Şirket 19 yapay zekâ modelini, aynı ortam ve talimatlarla üç kez çalıştırılan 101 sentetik muhasebe vakasında karşılaştırdı. Bu test turunda en yüksek doğruluğu Gemini 4 Argon için bildirdi."},"label":{"ar":"DualEntry تنشر نتائج معيار اصطناعي للذكاء الاصطناعي في المحاسبة","de":"DualEntry veröffentlicht Ergebnisse eines synthetischen KI-Benchmarks für Buchhaltung","en":"DualEntry publishes results from synthetic accounting AI benchmark","es":"DualEntry publica resultados de un benchmark sintético de IA contable","fr":"DualEntry publie les résultats d’un benchmark synthétique d’IA comptable","pt":"A DualEntry publica resultados de benchmark sintético de IA contábil","tr":"DualEntry, sentetik muhasebe yapay zekâ kıyaslama sonuçlarını yayımladı"},"status":"occurred"}],"methodology":{"ar":"يعتمد على إعلان الشركة في 21 أكتوبر ولا يستنتج نتائج مستقلة.","de":"Grundlage ist die Mitteilung des Unternehmens vom 21. Oktober; unabhängige Ergebnisse werden nicht abgeleitet.","en":"Based on the company’s 21 October announcement; no independent outcome is inferred.","es":"Basado en el anuncio de la empresa del 21 de octubre; no se infieren resultados independientes.","fr":"Fondé sur l’annonce de l’entreprise du 21 octobre ; aucun résultat indépendant n’est déduit.","pt":"Baseado no anúncio da empresa de 21 de outubro; não são inferidos resultados independentes.","tr":"Şirketin 21 Ekim tarihli duyurusuna dayanmaktadır; bağımsız sonuç çıkarımı yapılmamıştır."},"sourceUrls":["https://markets.financialcontent.com/stocks/article/bizwire-2026-10-21-deepseeks-latest-update-scores-lower-on-accounting-work-as-open-models-trail-on-consistency-dualentry-benchmark-finds"],"title":{"ar":"DualEntry تنشر نتائج معيار اصطناعي للذكاء الاصطناعي في المحاسبة","de":"DualEntry veröffentlicht Ergebnisse eines synthetischen KI-Benchmarks für Buchhaltung","en":"DualEntry publishes results from synthetic accounting AI benchmark","es":"DualEntry publica resultados de un benchmark sintético de IA contable","fr":"DualEntry publie les résultats d’un benchmark synthétique d’IA comptable","pt":"A DualEntry publica resultados de benchmark sintético de IA contábil","tr":"DualEntry, sentetik muhasebe yapay zekâ kıyaslama sonuçlarını yayımladı"},"type":"events","updatedAt":"2026-10-21T15:09:28Z"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026/data/announcement?lang=pt&format=csv","json":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026/data/announcement?lang=pt&format=json"},"id":"announcement"}],"data_types":["events"],"editorial_illustration":{"alt":"Ilustração conceitual de tecnologia, processadores e informações 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empresa comparou 19 modelos de IA em 101 casos contábeis sintéticos, cada um executado três vezes no mesmo ambiente e com as mesmas instruções. Segundo o relatório, o Gemini 4 Argon teve a maior precisão nessa rodada.","text":"A empresa comparou 19 modelos de IA em 101 casos contábeis sintéticos, cada um executado três vezes no mesmo ambiente e com as mesmas instruções. Segundo o relatório, o Gemini 4 Argon teve a maior precisão nessa rodada.\n\nA DualEntry anunciou em 21 de outubro os resultados do Accounting AI Benchmark, que avalia modelos em 101 casos sintéticos de oito áreas contábeis. A empresa informou que cada um dos 19 modelos foi testado três vezes com o mesmo ambiente contábil, ferramentas e instruções; uma tarefa contou como aprovada quando a regra fixa foi cumprida em pelo menos duas execuções.\n\nA DualEntry informou precisão geral de 91,1% para Gemini 4 Argon e 82,2% para DeepSeek V4.1 Flash 1017, contra 84,2% da versão anterior DeepSeek V4.1 Flash. A página do benchmark diz que os resultados usam a versão de avaliação de 13 de outubro. As pontuações descrevem esse conjunto sintético e sua metodologia; não comprovam desempenho em trabalho contábil real.","title":"A DualEntry publica resultados de benchmark sintético de IA contábil","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/dualentry-accounting-ai-benchmark-results-2026"},{"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=en","language":"en","url":"https://newsverum.com/en/news/dualentry-accounting-ai-benchmark-results-2026"},{"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/dualentry-accounting-ai-benchmark-results-2026"},{"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/dualentry-accounting-ai-benchmark-results-2026"},{"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=es","language":"es","url":"https://newsverum.com/es/news/dualentry-accounting-ai-benchmark-results-2026"},{"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=de","language":"de","url":"https://newsverum.com/de/news/dualentry-accounting-ai-benchmark-results-2026"},{"api_url":"https://newsverum.com/api/v1/articles/dualentry-accounting-ai-benchmark-results-2026?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/dualentry-accounting-ai-benchmark-results-2026"}],"url":"https://newsverum.com/pt/news/dualentry-accounting-ai-benchmark-results-2026"},"version":"1"}