{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-09-23T02:01:51.126Z","headline":"OpenAI 首席科学家 Jakub Pachocki 回应 Astra 推理不透明争议：计算图深度与 GPT-4 相差不到两倍","description":"OpenAI 首席科学家 Jakub Pachocki 9 月 2 日在 X 平台回应 Astra 推理不透明争议，称包括 Astra 在内的前沿模型计算图深度与 GPT-4 相差不到两倍，架构未出现跳跃式复杂度增长。","url":"https://www.aioga.com/news/cmtl5ax5c0idsroalnotsli1u/","mainEntityOfPage":"https://www.aioga.com/news/cmtl5ax5c0idsroalnotsli1u/","datePublished":"2026-09-03T05:38:24.000Z","dateModified":"2026-09-03T05:38:24.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://www.ithome.com/0/997/866.htm","https://aihot.virxact.com/items/cmtl5ax5c0idsroalnotsli1u"],"canonicalUrl":"https://www.aioga.com/news/cmtl5ax5c0idsroalnotsli1u/","directAnswer":{"@type":"Answer","text":"IT之家报道，OpenAI首席科学家Jakub 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3 日消息，OpenAI 首席科学家雅库布・帕乔基（Jakub Pachocki）昨日（9 月 2 日）在 X 平台发布推文， 回应 AI 模型 Astra“不可监控 / 推理不透明”的争议。","帕乔基强调，包括 Astra 在内的前沿模型，计算图深度与 GPT-4 相差不超过两倍，架构并未出现跳跃式复杂度增长。OpenAI 表示将为 Astra 部署额外思维链监控，加强监控仍是当前研究核心目标。","该事件最早追溯到 The Information 媒体的深度报道，透露 OpenAI 公司正在测试“深度循环”（recurrent depth）技术，可能导致研究人员更难解释模型的“思维链”（Chain-of-Thought）推理过程。","在技术路线方面，包括 ChatGPT、Claude 和 Gemini 等主流模型在内，大部分都基于 Transformer 架构。此类模型通常按线性步骤处理信息，并可在部分场景下用自然语言输出推理过程，但不一定准确反映模型内部计算。","而“深度循环”则让模型重复调用同一组网络层，持续更新内部表征。相较于传统线性结构，这种方式可能让模型的实际推理更多留在难以直接阅读的内部状态中。原文认为，这会让研究人员更难借助思维链追踪模型的决策路径。","在该深度报道发布后，迅速成为 AI 圈热议话题，认为在该技术落地后，会导致外部监控工具更难摸清 AI 模型如何得出结论，降低模型的“透明度”。","OpenAI 首席科学家雅库布 · 帕乔基（Jakub Pachocki）昨日在 X 平台发布推文，回应本次争议，IT之家翻译如下：","我希望通过这条声明，避免因为混乱的媒体报道，而引发 AI 冲向不可监控状态竞赛的局面。我们目前最先进的模型（包括 Astra）的计算图深度与 GPT-4 相比，差距不到两倍（模型架构并未如外界担忧的那样出现跳跃式的复杂度增长）。","自我们最初的推理模型问世以来，OpenAI 就一直致力于维护和利用思维链监控。我们非常重视这项技术，因为它能让我们了解模型对齐如何从其训练分布中泛化。","我认为它目前还很脆弱，而且不幸的是，由于一些与架构变更无关的原因（我稍后会详细阐述），它正朝着不利的方向发展。但我们可以采取一些措施来加强它，这也是我们当前研究项目的核心目标之一。","计算图深度（Computation-Graph Depth）是衡量神经网络模型架构复杂度的核心指标，指模型内部从输入到输出需要依次执行的计算层级数量。数值越大，表示模型内部计算层级越多、结构越复杂。"],"articleImages":[{"sourceUrl":"https://img.ithome.com/newsuploadfiles/2026/9/2643e6db-fca9-4498-a1d1-9ae32ee31d38.png","alt":"","afterParagraph":5,"url":"/media/articles/cmtl5ax5c0idsroalnotsli1u/b8f0f004c2944b37.png"}],"mediaStatus":"ok","articleBodyZh":["OpenAI 首席科学家 Jakub Pachocki 回应 Astra 推理不透明争议：计算图深度与 GPT-4 相差不到两倍 这条更新来自 ithome.com，发布时间为 2026-09-03，Aioga 保留原文入口以便核验。","摘要：OpenAI 首席科学家 Jakub Pachocki 9 月 2 日在 X 平台回应 Astra 推理不透明争议，称包括 Astra 在内的前沿模型计算图深度与 GPT-4 相差不到两倍，架构未出现跳跃式复杂度增长。","背景：争议与The Information关于OpenAI测试“深度循环”技术的报道有关。该技术重复调用同一组网络层并持续更新内部表征，报道认为这可能增加研究人员理解模型思维链推理过程的难度。","Aioga 观察：Aioga 判断：计算图深度的回应，针对的是架构复杂度是否突然增长；但来源同时指出，模型以自然语言输出的思维链不一定准确反映内部计算，因此该指标不足以单独证明推理过程完全透明。","影响与后续：可能影响：行业讨论可能需要区分架构复杂度与推理监控效果。计算图深度与GPT-4相差不到两倍，不代表思维链监控争议已经解决；OpenAI追加监控的具体安排仍需要后续材料说明。 后续观察：关注OpenAI为Astra部署额外思维链监控的进展，以及后续公开信息是否进一步说明“深度循环”与内部状态、外部推理记录之间的关系；现有材料不足以支持更进一步的确定性判断。"],"translationStatus":"","bodyOrigin":"source-page","editorial":{"summary":"IT之家报道，OpenAI首席科学家Jakub Pachocki于9月2日在X平台回应Astra推理不透明争议，称包括Astra在内的前沿模型计算图深度与GPT-4相差不到两倍，架构未出现跳跃式复杂度增长。","background":"争议与The Information关于OpenAI测试“深度循环”技术的报道有关。该技术重复调用同一组网络层并持续更新内部表征，报道认为这可能增加研究人员理解模型思维链推理过程的难度。","viewpoint":"Aioga 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推理不透明争议：计算图深度与 GPT-4 相差不到两倍 这条更新来自 ithome.com，发布时间为 2026-09-03，Aioga 保留原文入口以便核验。","摘要：OpenAI 首席科学家 Jakub Pachocki 9 月 2 日在 X 平台回应 Astra 推理不透明争议，称包括 Astra 在内的前沿模型计算图深度与 GPT-4 相差不到两倍，架构未出现跳跃式复杂度增长。","背景：争议与The Information关于OpenAI测试“深度循环”技术的报道有关。该技术重复调用同一组网络层并持续更新内部表征，报道认为这可能增加研究人员理解模型思维链推理过程的难度。","Aioga 观察：Aioga 判断：计算图深度的回应，针对的是架构复杂度是否突然增长；但来源同时指出，模型以自然语言输出的思维链不一定准确反映内部计算，因此该指标不足以单独证明推理过程完全透明。","影响与后续：可能影响：行业讨论可能需要区分架构复杂度与推理监控效果。计算图深度与GPT-4相差不到两倍，不代表思维链监控争议已经解决；OpenAI追加监控的具体安排仍需要后续材料说明。 后续观察：关注OpenAI为Astra部署额外思维链监控的进展，以及后续公开信息是否进一步说明“深度循环”与内部状态、外部推理记录之间的关系；现有材料不足以支持更进一步的确定性判断。"]},"en":{"title":"OpenAI Chief Scientist Jakub Pachocki responds to the controversy over Astra's inference being opaque: the depth of the computational graph differs less than twice that of GPT-4","summary":"On September 2, OpenAI Chief Scientist Jakub Pachocki responded on the X platform to the controversy over the transparency of Astra's reasoning, stating that the depth of computational graphs for frontier models including Astra differs less than twice that of GPT-4, and that the architecture has not experienced a leap in complexity.","category":"Industry","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"OpenAI Chief Scientist Jakub Pachocki responds to the controversy over Astra's inference being opaque: the depth of the computational graph differs less than twice that of GPT-4 - Aioga AI News","description":"On September 2, OpenAI Chief Scientist Jakub Pachocki responded on the X platform to the controversy over the transparency of Astra's reasoning, stating that the depth of computati...","url":"https://www.aioga.com/en/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:00:52.471Z"},"ja":{"title":"OpenAI 最高科学責任者 Jakub Pachocki が Astra 推論の不透明性に関する論争に回答：計算グラフの深さは GPT-4 と比べても倍未満","summary":"OpenAI の最高科学責任者 Jakub Pachocki は 9 月 2 日に X プラットフォームで Astra 推論の不透明性に関する論争に回答し、Astra を含む先端モデルの計算グラフの深さは GPT-4 と比べても倍未満であり、アーキテクチャに飛躍的な複雑化は見られないと述べた。","category":"業界動向","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"OpenAI 最高科学責任者 Jakub Pachocki が Astra 推論の不透明性に関する論争に回答：計算グラフの深さは GPT-4 と比べても倍未満 - Aioga AIニュース","description":"OpenAI の最高科学責任者 Jakub Pachocki は 9 月 2 日に X プラットフォームで Astra 推論の不透明性に関する論争に回答し、Astra を含む先端モデルの計算グラフの深さは GPT-4 と比べても倍未満であり、アーキテクチャに飛躍的な複雑化は見られないと述べた。","url":"https://www.aioga.com/ja/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:00:49.168Z"},"ko":{"title":"OpenAI 수석 과학자 Jakub Pachocki, Astra 추론 불투명 논란에 답변: 계산 그래프 깊이가 GPT-4와 두 배 차이도 안 남","summary":"OpenAI 수석 과학자 Jakub Pachocki는 9월 2일 X 플랫폼에서 Astra 추론 불투명 논란에 대응하며, Astra를 포함한 최신 모델의 계산 그래프 깊이가 GPT-4와 두 배도 채 차이 나지 않으며, 아키텍처가 급격히 복잡해진 것은 아니라고 밝혔습니다.","category":"업계 동향","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"OpenAI 수석 과학자 Jakub Pachocki, Astra 추론 불투명 논란에 답변: 계산 그래프 깊이가 GPT-4와 두 배 차이도 안 남 - Aioga AI 뉴스","description":"OpenAI 수석 과학자 Jakub Pachocki는 9월 2일 X 플랫폼에서 Astra 추론 불투명 논란에 대응하며, Astra를 포함한 최신 모델의 계산 그래프 깊이가 GPT-4와 두 배도 채 차이 나지 않으며, 아키텍처가 급격히 복잡해진 것은 아니라고 밝혔습니다.","url":"https://www.aioga.com/ko/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:00:56.305Z"},"es":{"title":"El científico jefe de OpenAI, Jakub Pachocki, responde a la controversia sobre la opacidad del razonamiento de Astra: La profundidad del gráfico computacional difiere menos de dos veces respecto a GPT-4","summary":"El 2 de septiembre, el científico jefe de OpenAI, Jakub Pachocki, respondió a la controversia sobre la opacidad del razonamiento de Astra en la plataforma X, indicando que la profundidad del gráfico computacional de modelos avanzados, incluido Astra, difiere menos de dos veces de GPT-4, y la arquitectura no ha experimentado un aumento abrupto de complejidad.","category":"Industria","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"El científico jefe de OpenAI, Jakub Pachocki, responde a la controversia sobre la opacidad del razonamiento de Astra: La profundidad del gráfico computacional difiere menos de dos veces respecto a GPT-4 - Aioga Noticias de IA","description":"El 2 de septiembre, el científico jefe de OpenAI, Jakub Pachocki, respondió a la controversia sobre la opacidad del razonamiento de Astra en la plataforma X, indicando que la profu...","url":"https://www.aioga.com/es/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:00:57.240Z"},"fr":{"title":"Le scientifique en chef d'OpenAI, Jakub Pachocki, répond à la controverse sur le caractère opaque du raisonnement d'Astra : la profondeur du graphe de calcul est à moins du double de GPT-4","summary":"Le 2 septembre, le scientifique en chef d'OpenAI, Jakub Pachocki, a répondu sur la plateforme X à la controverse sur le caractère opaque du raisonnement d'Astra, déclarant que la profondeur du graphe de calcul des modèles de pointe, y compris Astra, diffère de moins de deux fois celle de GPT-4, et qu'aucune augmentation brutale de la complexité de l'architecture n'est apparue.","category":"Industrie","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"Le scientifique en chef d'OpenAI, Jakub Pachocki, répond à la controverse sur le caractère opaque du raisonnement d'Astra : la profondeur du graphe de calcul est à moins du double de GPT-4 - Aioga Actualités IA","description":"Le 2 septembre, le scientifique en chef d'OpenAI, Jakub Pachocki, a répondu sur la plateforme X à la controverse sur le caractère opaque du raisonnement d'Astra, déclarant que la p...","url":"https://www.aioga.com/fr/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:01.494Z"},"de":{"title":"OpenAI-Chefwissenschaftler Jakub Pachocki reagiert auf Astra-Kontroverse über undurchsichtige Schlussfolgerungen: Computation Graph-Tiefe unterscheidet sich kaum um das Doppelte von GPT-4","summary":"OpenAI-Chefwissenschaftler Jakub Pachocki antwortete am 2. September auf der Plattform X auf die Astra-Kontroverse über undurchsichtige Schlussfolgerungen und erklärte, dass die Computation Graph-Tiefe von Spitzenmodellen einschließlich Astra sich kaum um das Doppelte von GPT-4 unterscheidet; die Architektur habe keinen sprunghaften Anstieg in der Komplexität erfahren.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"OpenAI-Chefwissenschaftler Jakub Pachocki reagiert auf Astra-Kontroverse über undurchsichtige Schlussfolgerungen: Computation Graph-Tiefe unterscheidet sich kaum um das Doppelte von GPT-4 - Aioga KI-News","description":"OpenAI-Chefwissenschaftler Jakub Pachocki antwortete am 2. September auf der Plattform X auf die Astra-Kontroverse über undurchsichtige Schlussfolgerungen und erklärte, dass die Co...","url":"https://www.aioga.com/de/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:01.761Z"},"pt-BR":{"title":"Cientista chefe da OpenAI Jakub Pachocki responde à controvérsia sobre a opacidade do raciocínio do Astra: a profundidade do grafo computacional está a menos de duas vezes da do GPT-4","summary":"O cientista chefe da OpenAI Jakub Pachocki respondeu em 2 de setembro na plataforma X sobre a controvérsia da opacidade do raciocínio do Astra, afirmando que a profundidade do grafo computacional dos modelos de ponta, incluindo o Astra, difere da do GPT-4 em menos do dobro e que a arquitetura não apresentou aumento abrupto de complexidade.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"Cientista chefe da OpenAI Jakub Pachocki responde à controvérsia sobre a opacidade do raciocínio do Astra: a profundidade do grafo computacional está a menos de duas vezes da do GPT-4 - Aioga Notícias de IA","description":"O cientista chefe da OpenAI Jakub Pachocki respondeu em 2 de setembro na plataforma X sobre a controvérsia da opacidade do raciocínio do Astra, afirmando que a profundidade do graf...","url":"https://www.aioga.com/pt-BR/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:06.437Z"},"ru":{"title":"Главный ученый OpenAI Jakub Pachocki ответил на споры о непрозрачности рассуждений Astra: глубина вычислительной графа отличается от GPT-4 меньше чем вдвое","summary":"Главный ученый OpenAI Jakub Pachocki 2 сентября на платформе X ответил на споры о непрозрачности рассуждений Astra, заявив, что глубина вычислительной графа современных моделей, включая Astra, отличается от GPT-4 меньше чем вдвое, архитектура не претерпела скачкообразного роста сложности.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"Главный ученый OpenAI Jakub Pachocki ответил на споры о непрозрачности рассуждений Astra: глубина вычислительной графа отличается от GPT-4 меньше чем вдвое - Aioga Новости ИИ","description":"Главный ученый OpenAI Jakub Pachocki 2 сентября на платформе X ответил на споры о непрозрачности рассуждений Astra, заявив, что глубина вычислительной графа современных моделей, вк...","url":"https://www.aioga.com/ru/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:05.408Z"},"ar":{"title":"رئيس العلماء في OpenAI، Jakub Pachocki، يرد على الجدل حول غموض استدلال Astra: عمق الرسم البياني الحاسوبي يختلف عن GPT-4 بأقل من الضعف","summary":"رد رئيس علماء OpenAI، Jakub Pachocki، في 2 سبتمبر على منصة X على الجدل حول غموض استدلال Astra، قائلاً إن عمق الرسم البياني الحاسوبي للنماذج المتقدمة بما في ذلك Astra لا يختلف عن GPT-4 بأكثر من ضعف، ولم يحدث أي زيادة مفاجئة في تعقيد البنية المعمارية.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"رئيس العلماء في OpenAI، Jakub Pachocki، يرد على الجدل حول غموض استدلال Astra: عمق الرسم البياني الحاسوبي يختلف عن GPT-4 بأقل من الضعف - Aioga أخبار الذكاء الاصطناعي","description":"رد رئيس علماء OpenAI، Jakub Pachocki، في 2 سبتمبر على منصة X على الجدل حول غموض استدلال Astra، قائلاً إن عمق الرسم البياني الحاسوبي للنماذج المتقدمة بما في ذلك Astra لا يختلف عن GP...","url":"https://www.aioga.com/ar/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:10.718Z"},"hi":{"title":"OpenAI के मुख्य वैज्ञानिक Jakub Pachocki ने Astra की निष्कर्ष प्रक्रिया में पारदर्शिता न होने के विवाद पर प्रतिक्रिया दी: गणना ग्राफ की गहराई GPT-4 से दो गुना से कम अंतर रखती है","summary":"OpenAI के मुख्य वैज्ञानिक Jakub Pachocki ने 2 सितंबर को X प्लेटफ़ॉर्म पर Astra निष्कर्ष प्रक्रिया में पारदर्शिता न होने के विवाद पर प्रतिक्रिया देते हुए कहा कि Astra सहित अत्याधुनिक मॉडलों की गणना ग्राफ गहराई GPT-4 से दो गुना से कम अंतर रखती है, और आर्किटेक्चर में अचानक जटिलता वृद्धि नहीं हुई है।","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"OpenAI के मुख्य वैज्ञानिक Jakub Pachocki ने Astra की निष्कर्ष प्रक्रिया में पारदर्शिता न होने के विवाद पर प्रतिक्रिया दी: गणना ग्राफ की गहराई GPT-4 से दो गुना से कम अंतर रखती है - Aioga AI समाचार","description":"OpenAI के मुख्य वैज्ञानिक Jakub Pachocki ने 2 सितंबर को X प्लेटफ़ॉर्म पर Astra निष्कर्ष प्रक्रिया में पारदर्शिता न होने के विवाद पर प्रतिक्रिया देते हुए कहा कि Astra सहित अत्याधुनि...","url":"https://www.aioga.com/hi/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:12.434Z"},"it":{"title":"Il Chief Scientist di OpenAI, Jakub Pachocki, risponde alla controversia sulla ragione Astra poco trasparente: la profondità del grafo di calcolo è meno di due volte quella di GPT-4","summary":"Il Chief Scientist di OpenAI, Jakub Pachocki, il 2 settembre su X ha risposto alla controversia sulla ragione poco trasparente di Astra, affermando che la profondità del grafo di calcolo dei modelli all'avanguardia, incluso Astra, differisce da GPT-4 di meno di due volte, senza un aumento di complessità architetturale a salti.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"Il Chief Scientist di OpenAI, Jakub Pachocki, risponde alla controversia sulla ragione Astra poco trasparente: la profondità del grafo di calcolo è meno di due volte quella di GPT-4 - Aioga Notizie IA","description":"Il Chief Scientist di OpenAI, Jakub Pachocki, il 2 settembre su X ha risposto alla controversia sulla ragione poco trasparente di Astra, affermando che la profondità del grafo di c...","url":"https://www.aioga.com/it/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:16.584Z"},"nl":{"title":"OpenAI chief scientist Jakub Pachocki reageert op controverse over ondoorzichtige Astra-inferentie: compute graph diepte minder dan twee keer die van GPT-4","summary":"OpenAI chief scientist Jakub Pachocki reageerde op 2 september op het platform X op de controverse over ondoorzichtige Astra-inferentie en stelde dat de diepte van de computergrafieken van toonaangevende modellen, inclusief Astra, minder dan twee keer zo diep is als die van GPT-4, en dat de architectuur geen sprongsgewijze toename van complexiteit heeft laten zien.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"OpenAI chief scientist Jakub Pachocki reageert op controverse over ondoorzichtige Astra-inferentie: compute graph diepte minder dan twee keer die van GPT-4 - Aioga AI-nieuws","description":"OpenAI chief scientist Jakub Pachocki reageerde op 2 september op het platform X op de controverse over ondoorzichtige Astra-inferentie en stelde dat de diepte van de computergrafi...","url":"https://www.aioga.com/nl/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:17.106Z"},"tr":{"title":"OpenAI Baş Bilim İnsanı Jakub Pachocki, Astra'nın şeffaf olmayan çıkarım tartışmasına yanıt verdi: Hesaplama grafiğinin derinliği GPT-4'ten iki kat fazla değil","summary":"OpenAI Baş Bilim İnsanı Jakub Pachocki, 2 Eylül'de X platformunda Astra'nın şeffaf olmayan çıkarım tartışmasına yanıt vererek, Astra dahil ileri düzey modellerin hesaplama grafiği derinliğinin GPT-4'ten iki kat fazla olmadığını, mimaride ani bir karmaşıklık artışı olmadığını belirtti.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"OpenAI Baş Bilim İnsanı Jakub Pachocki, Astra'nın şeffaf olmayan çıkarım tartışmasına yanıt verdi: Hesaplama grafiğinin derinliği GPT-4'ten iki kat fazla değil - Aioga AI Haberleri","description":"OpenAI Baş Bilim İnsanı Jakub Pachocki, 2 Eylül'de X platformunda Astra'nın şeffaf olmayan çıkarım tartışmasına yanıt vererek, Astra dahil ileri düzey modellerin hesaplama grafiği...","url":"https://www.aioga.com/tr/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:22.294Z"},"vi":{"title":"Nhà khoa học trưởng OpenAI Jakub Pachocki phản hồi về tranh cãi lý luận không minh bạch của Astra: độ sâu đồ thị tính toán chênh lệch với GPT-4 không đến hai lần","summary":"Ngày 2 tháng 9, nhà khoa học trưởng OpenAI Jakub Pachocki đã phản hồi về tranh cãi lý luận không minh bạch của Astra trên nền tảng X, cho biết các mô hình tiên tiến bao gồm cả Astra có độ sâu đồ thị tính toán chênh lệch với GPT-4 không đến hai lần, kiến trúc chưa có sự tăng độ phức tạp đột biến.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"Nhà khoa học trưởng OpenAI Jakub Pachocki phản hồi về tranh cãi lý luận không minh bạch của Astra: độ sâu đồ thị tính toán chênh lệch với GPT-4 không đến hai lần - Tin tức AI Aioga","description":"Ngày 2 tháng 9, nhà khoa học trưởng OpenAI Jakub Pachocki đã phản hồi về tranh cãi lý luận không minh bạch của Astra trên nền tảng X, cho biết các mô hình tiên tiến bao gồm cả Astr...","url":"https://www.aioga.com/vi/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:20.791Z"},"id":{"title":"Ilmuwan Kepala OpenAI Jakub Pachocki menanggapi kontroversi ketidakjelasan inferensi Astra: Kedalaman grafik komputasi tidak berbeda dua kali lipat dari GPT-4","summary":"Ilmuwan Kepala OpenAI Jakub Pachocki pada 2 September di platform X menanggapi kontroversi ketidakjelasan inferensi Astra, menyatakan bahwa kedalaman grafik komputasi pada model canggih termasuk Astra tidak berbeda dua kali lipat dari GPT-4, dan arsitektur tidak mengalami peningkatan kompleksitas yang melompat.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"Ilmuwan Kepala OpenAI Jakub Pachocki menanggapi kontroversi ketidakjelasan inferensi Astra: Kedalaman grafik komputasi tidak berbeda dua kali lipat dari GPT-4 - Berita AI Aioga","description":"Ilmuwan Kepala OpenAI Jakub Pachocki pada 2 September di platform X menanggapi kontroversi ketidakjelasan inferensi Astra, menyatakan bahwa kedalaman grafik komputasi pada model ca...","url":"https://www.aioga.com/id/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:26.359Z"},"th":{"title":"หัวหน้านักวิทยาศาสตร์ของ OpenAI Jakub Pachocki ตอบข้อถกเถียงเรื่อง Astra การให้เหตุผลไม่โปร่งใส: ความลึกของแผนผังคำนวณไม่ต่างจาก GPT-4 ถึงสองเท่า","summary":"หัวหน้านักวิทยาศาสตร์ของ OpenAI Jakub Pachocki วันที่ 2 กันยายน บนแพลตฟอร์ม X ตอบข้อถกเถียงเรื่อง Astra การให้เหตุผลไม่โปร่งใส โดยกล่าวว่าโมเดลล้ำสมัยรวมถึง Astra มีความลึกของแผนผังคำนวณไม่ต่างจาก GPT-4 ถึงสองเท่า สถาปัตยกรรมไม่เกิดการเพิ่มความซับซ้อนแบบก้าวกระโดด","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"หัวหน้านักวิทยาศาสตร์ของ OpenAI Jakub Pachocki ตอบข้อถกเถียงเรื่อง Astra การให้เหตุผลไม่โปร่งใส: ความลึกของแผนผังคำนวณไม่ต่างจาก GPT-4 ถึงสองเท่า - ข่าว AI Aioga","description":"หัวหน้านักวิทยาศาสตร์ของ OpenAI Jakub Pachocki วันที่ 2 กันยายน บนแพลตฟอร์ม X ตอบข้อถกเถียงเรื่อง Astra การให้เหตุผลไม่โปร่งใส โดยกล่าวว่าโมเดลล้ำสมัยรวมถึง Astra มีความลึกของแผนผั...","url":"https://www.aioga.com/th/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:26.950Z"},"pl":{"title":"Główny naukowiec OpenAI Jakub Pachocki odpowiada na kontrowersje dotyczące nieprzejrzystości wnioskowania Astra: głębokość grafu obliczeniowego różni się od GPT-4 mniej niż dwukrotnie","summary":"Główny naukowiec OpenAI Jakub Pachocki 2 września na platformie X odpowiedział na kontrowersje dotyczące nieprzejrzystości wnioskowania Astra, stwierdzając, że głębokość grafu obliczeniowego w nowoczesnych modelach, w tym Astra, różni się od GPT-4 mniej niż dwukrotnie, a architektura nie wykazuje skokowego wzrostu złożoności.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"Główny naukowiec OpenAI Jakub Pachocki odpowiada na kontrowersje dotyczące nieprzejrzystości wnioskowania Astra: głębokość grafu obliczeniowego różni się od GPT-4 mniej niż dwukrotnie - Aioga Wiadomości AI","description":"Główny naukowiec OpenAI Jakub Pachocki 2 września na platformie X odpowiedział na kontrowersje dotyczące nieprzejrzystości wnioskowania Astra, stwierdzając, że głębokość grafu obli...","url":"https://www.aioga.com/pl/news/cmtl5ax5c0idsroalnotsli1u/","contentTranslated":true,"sourceHash":"3b930a31648412ed","translatedAt":"2026-09-03T07:01:32.326Z"}},"evidenceTier":"verified-news","reviewStatus":"automated-ingest","indexable":true,"editorialCover":""}}