{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-07-23T06:40:50.084Z","headline":"小红书 dots 模型获 IMO 2026 满分金牌","description":"小红书 dots 团队携内部版本 dots-note 3.0 参加第 67 届 IMO 2026，六道题均获满分，以 42/42 分取得满分金牌，全球仅 7 位人类选手获此成绩。模型不依赖形式化语言，直接读取原始 LaTeX 题目，通过递归自我批判能力端到端完成解题。dots-note 3.0 是 dots3 系列最轻量级模型，预期将开源。","url":"https://www.aioga.com/news/cmrujyaak0mhmbi07h3daik9b/","mainEntityOfPage":"https://www.aioga.com/news/cmrujyaak0mhmbi07h3daik9b/","datePublished":"2026-07-21T11:06:49.000Z","dateModified":"2026-07-21T11:06:49.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://mp.weixin.qq.com/s/EITf-SrP5o62Ljp7UGzPVw","https://aihot.virxact.com/items/cmrujyaak0mhmbi07h3daik9b"],"canonicalUrl":"https://www.aioga.com/news/cmrujyaak0mhmbi07h3daik9b/","directAnswer":{"@type":"Answer","text":"据小红书技术公开材料，dots 团队称内部版本 dots-note 3.0 在第 67 届 IMO 2026 六道题均获满分，以 42/42 分取得满分金牌；材料同时称，仅 7 位人类选手获得这一成绩。","url":"https://www.aioga.com/news/cmrujyaak0mhmbi07h3daik9b/","dateCreated":"2026-07-21T11:06:49.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"公众号：小红书技术（dots.llm） source article","url":"https://mp.weixin.qq.com/s/EITf-SrP5o62Ljp7UGzPVw","datePublished":"2026-07-21T11:06:49.000Z","provider":{"@type":"Organization","name":"公众号：小红书技术（dots.llm）","url":"https://mp.weixin.qq.com/s/EITf-SrP5o62Ljp7UGzPVw"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.virxact.com/items/cmrujyaak0mhmbi07h3daik9b","datePublished":"2026-07-21T11:06:49.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.virxact.com/items/cmrujyaak0mhmbi07h3daik9b"}}],"aggregationSource":"公众号：小红书技术（dots.llm）","originalPublisher":{"name":"公众号：小红书技术（dots.llm）","url":"https://mp.weixin.qq.com/s/EITf-SrP5o62Ljp7UGzPVw"},"article":{"id":"cmrujyaak0mhmbi07h3daik9b","slug":"cmrujyaak0mhmbi07h3daik9b","url":"https://www.aioga.com/news/cmrujyaak0mhmbi07h3daik9b/","title":"小红书 dots 模型获 IMO 2026 满分金牌","title_en":"小红书dots模型取得IMO 2026满分金牌水平","summary":"小红书 dots 团队携内部版本 dots-note 3.0 参加第 67 届 IMO 2026，六道题均获满分，以 42/42 分取得满分金牌，全球仅 7 位人类选手获此成绩。模型不依赖形式化语言，直接读取原始 LaTeX 题目，通过递归自我批判能力端到端完成解题。dots-note 3.0 是 dots3 系列最轻量级模型，预期将开源。","source":"公众号：小红书技术（dots.llm）","sourceUrl":"https://mp.weixin.qq.com/s/EITf-SrP5o62Ljp7UGzPVw","aiHotUrl":"https://aihot.virxact.com/items/cmrujyaak0mhmbi07h3daik9b","publishedAt":"2026-07-21T11:06:49.000Z","category":"模型更新","score":81,"selected":true,"articleBody":["小红书 dots 团队携内部版本 dots-note 3.0 参加第 67 届 IMO 2026，六道题均获满分，以 42/42 分取得满分金牌，全球仅 7 位人类选手获此成绩。","模型不依赖形式化语言，直接读取原始 LaTeX 题目，通过递归自我批判能力端到端完成解题。","dots-note 3.0 是 dots3 系列最轻量级模型，预期将开源。"],"articleImages":[],"mediaStatus":"none","articleBodyZh":[],"translationStatus":"","bodyOrigin":"summary-fallback","editorial":{"summary":"据小红书技术公开材料，dots 团队称内部版本 dots-note 3.0 在第 67 届 IMO 2026 六道题均获满分，以 42/42 分取得满分金牌；材料同时称，仅 7 位人类选手获得这一成绩。","background":"公开材料称，dots-note 3.0 可直接读取原始 LaTeX 题目，不依赖形式化语言，并通过递归自我批判完成端到端解题。该模型被描述为 dots3 系列中最轻量级的版本，目前仍属内部版本。","viewpoint":"Aioga 判断，这项结果值得关注之处在于，材料将满分表现与直接处理原始题目、递归自我批判联系起来。不过，现有信息来自团队自身发布，尚不足以独立判断测试流程与结果复现情况。","implications":"如果公开材料所述结果能够被复现，可能显示轻量级模型在高难度数学解题任务上具备进一步探索价值。值得关注的是，材料未提供更完整的评测过程，因此不宜据此推导模型的普遍能力。","nextStep":"后续应关注 dots-note 3.0 是否按预期开源，以及届时是否公布模型、解题输出和可复现的评测信息。Aioga 判断，只有在更多过程材料可核验后，才能更稳妥地评价此次满分结果。","evidenceRefs":["title","summary","articleBody","source"],"status":"published","aiGenerated":true,"autoApproved":true,"generatedBy":"aioga-editorial:gpt-5.6-sol","reviewedBy":"aioga-editorial-review:gpt-5.6-sol","generatedAt":"2026-07-22T17:14:21.365Z","sourceHash":"79343ad85592edc2","review":{"approved":true,"groundedness":96,"clarity":93,"duplicationRisk":18,"blockingIssues":[],"notes":["候选内容对核心成绩、模型特征、内部版本状态和预期开源均采用了明确的来源归因，并对团队自述与独立验证作出区分。","“如果能够被复现”“可能显示”等表述清楚标明了条件和不确定性，没有将推测冒充事实。","可选措辞建议：nextStep 中“是否按预期开源”与来源一致，但也可改为“是否开源”，语气更简洁。"]},"validation":{"passed":true,"mode":"ai-auto","revisions":0,"checks":["schema","length","source-attribution","low-source-overlap","no-html","independent-ai-review"]}},"tags":["模型更新","公众号：小红书技术（dots.llm）"],"translations":{"zh-CN":{"title":"小红书 dots 模型获 IMO 2026 满分金牌","summary":"小红书 dots 团队携内部版本 dots-note 3.0 参加第 67 届 IMO 2026，六道题均获满分，以 42/42 分取得满分金牌，全球仅 7 位人类选手获此成绩。模型不依赖形式化语言，直接读取原始 LaTeX 题目，通过递归自我批判能力端到端完成解题。dots-note 3.0 是 dots3 系列最轻量级模型，预期将开源。","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"小红书 dots 模型获 IMO 2026 满分金牌 - Aioga AI资讯","description":"小红书 dots 团队携内部版本 dots-note 3.0 参加第 67 届 IMO 2026，六道题均获满分，以 42/42 分取得满分金牌，全球仅 7 位人类选手获此成绩。模型不依赖形式化语言，直接读取原始 LaTeX 题目，通过递归自我批判能力端到端完成解题。dots-note 3.0 是 dots3 系列最轻量级模型，预期将开源。","url":"https://www.aioga.com/news/cmrujyaak0mhmbi07h3daik9b/"},"en":{"title":"Xiaohongshu dots model wins full score gold medal at IMO 2026","summary":"The Xiaohongshu dots team participated in the 67th IMO 2026 with the internal version dots-note 3.0, achieving full marks on all six problems and earning a perfect-score gold medal of 42/42 points, a score achieved by only 7 human contestants worldwide. The model does not rely on formal languages; it directly reads the original LaTeX problems and solves them end-to-end through recursive self-criticism capability. Dots-note 3.0 is the lightest model in the dots3 series and is expected to be open-sourced.","category":"Models","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Xiaohongshu dots model wins full score gold medal at IMO 2026 - Aioga AI News","description":"The Xiaohongshu dots team participated in the 67th IMO 2026 with the internal version dots-note 3.0, achieving full marks on all six problems and earning a perfect-score gold medal...","url":"https://www.aioga.com/en/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:45:57.879Z"},"ja":{"title":"小紅書のdotsモデルがIMO 2026で満点の金メダルを獲得","summary":"小红書のdotsチームは内部バージョンdots-note 3.0を携えて第67回IMO 2026に参加し、6問すべてで満点を獲得し、42/42点で満点金メダルを取得しました。世界でわずか7人の人間の選手しかこの成績を収めていません。モデルは形式言語に依存せず、元のLaTeX問題を直接読み取り、再帰的な自己批判能力によってエンドツーエンドで問題を解決します。dots-note 3.0はdots3シリーズで最も軽量なモデルであり、将来的にオープンソース化される予定です。","category":"モデル更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"小紅書のdotsモデルがIMO 2026で満点の金メダルを獲得 - Aioga AIニュース","description":"小红書のdotsチームは内部バージョンdots-note 3.0を携えて第67回IMO 2026に参加し、6問すべてで満点を獲得し、42/42点で満点金メダルを取得しました。世界でわずか7人の人間の選手しかこの成績を収めていません。モデルは形式言語に依存せず、元のLaTeX問題を直接読み取り、再帰的な自己批判能力によってエンドツーエンドで問題を解決します。d...","url":"https://www.aioga.com/ja/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:46:09.165Z"},"ko":{"title":"샤오홍수 dots 모델, IMO 2026 만점 금메달 획득","summary":"샤오홍슈 dots 팀이 내부 버전 dots-note 3.0으로 제 67회 IMO 2026에 참가하여 여섯 문제 모두 만점을 받았으며, 42/42 점으로 만점 금메달을 획득했고, 전 세계적으로 단 7명의 인간 참가자만이 이 성적을 기록했다. 이 모델은 형식화된 언어에 의존하지 않고, 원본 LaTeX 문제를 직접 읽어 재귀적 자기 비판 능력을 통해 끝까지 문제를 해결한다. dots-note 3.0은 dots3 시리즈 중 가장 경량화된 모델이며, 공개될 예정이다.","category":"모델 업데이트","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"샤오홍수 dots 모델, IMO 2026 만점 금메달 획득 - Aioga AI 뉴스","description":"샤오홍슈 dots 팀이 내부 버전 dots-note 3.0으로 제 67회 IMO 2026에 참가하여 여섯 문제 모두 만점을 받았으며, 42/42 점으로 만점 금메달을 획득했고, 전 세계적으로 단 7명의 인간 참가자만이 이 성적을 기록했다. 이 모델은 형식화된 언어에 의존하지 않고, 원본 LaTeX 문제를 직접 읽어 재귀적...","url":"https://www.aioga.com/ko/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:46:57.298Z"},"es":{"title":"El modelo dots de Xiaohongshu obtuvo la medalla de oro con puntaje perfecto en IMO 2026","summary":"El equipo dots de Xiaohongshu participó en la 67.ª IMO 2026 con la versión interna dots-note 3.0, logrando la puntuación completa en los seis problemas, obteniendo la medalla de oro con 42/42 puntos, siendo solo 7 personas en el mundo quienes alcanzaron este resultado. El modelo no depende de un lenguaje formal, lee directamente los problemas originales en LaTeX y resuelve los problemas de extremo a extremo mediante la capacidad de autocrítica recursiva. dots-note 3.0 es el modelo más ligero de la serie dots3 y se espera que sea de código abierto.","category":"Modelos","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"El modelo dots de Xiaohongshu obtuvo la medalla de oro con puntaje perfecto en IMO 2026 - Aioga Noticias de IA","description":"El equipo dots de Xiaohongshu participó en la 67.ª IMO 2026 con la versión interna dots-note 3.0, logrando la puntuación completa en los seis problemas, obteniendo la medalla de or...","url":"https://www.aioga.com/es/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:46:55.839Z"},"fr":{"title":"Le modèle dots de Xiaohongshu remporte la médaille d'or parfaite à l'IMO 2026","summary":"L'équipe dots de Xiaohongshu a participé à la 67e IMO 2026 avec la version interne dots-note 3.0. Les six problèmes ont tous obtenu un score parfait, avec 42/42 points, remportant la médaille d'or avec un score parfait, un exploit atteint seulement par 7 concurrents humains dans le monde. Le modèle ne dépend pas d'un langage formel et lit directement les problèmes LaTeX originaux, résolvant les problèmes de bout en bout grâce à une capacité d'auto-critique récursive. dots-note 3.0 est le modèle le plus léger de la série dots3 et devrait être open source.","category":"Modèles","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Le modèle dots de Xiaohongshu remporte la médaille d'or parfaite à l'IMO 2026 - Aioga Actualités IA","description":"L'équipe dots de Xiaohongshu a participé à la 67e IMO 2026 avec la version interne dots-note 3.0. Les six problèmes ont tous obtenu un score parfait, avec 42/42 points, remportant...","url":"https://www.aioga.com/fr/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:47:47.067Z"},"de":{"title":"Das Xiaohongshu Dots-Modell erhielt die volle Goldmedaille bei der IMO 2026","summary":"Das XiaoHongShu dots-Team nahm mit der internen Version dots-note 3.0 an der 67. IMO 2026 teil. Alle sechs Aufgaben wurden mit voller Punktzahl gelöst, mit 42/42 Punkten errang es die Goldmedaille mit voller Punktzahl, weltweit erreichten nur 7 menschliche Teilnehmer dieses Ergebnis. Das Modell ist nicht auf formale Sprachen angewiesen, es liest die ursprünglichen LaTeX-Aufgaben direkt und löst sie durch rekursive Selbstkritik-Fähigkeit von Anfang bis Ende. dots-note 3.0 ist das leichtgewichtigste Modell der dots3-Serie und soll voraussichtlich Open Source werden.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Das Xiaohongshu Dots-Modell erhielt die volle Goldmedaille bei der IMO 2026 - Aioga KI-News","description":"Das XiaoHongShu dots-Team nahm mit der internen Version dots-note 3.0 an der 67. IMO 2026 teil. Alle sechs Aufgaben wurden mit voller Punktzahl gelöst, mit 42/42 Punkten errang es...","url":"https://www.aioga.com/de/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:47:47.183Z"},"pt-BR":{"title":"O modelo dots do Xiaohongshu recebeu a medalha de ouro com pontuação máxima no IMO 2026","summary":"A equipe dots do Xiaohongshu participou da 67ª IMO 2026 com a versão interna dots-note 3.0, obtendo pontuação máxima nas seis questões e alcançando a medalha de ouro com 42/42 pontos, sendo apenas 7 competidores humanos no mundo a conseguir tal feito. O modelo não depende de linguagem formal, lê diretamente os problemas em LaTeX original e resolve-os de ponta a ponta usando capacidade recursiva de autoavaliação. O dots-note 3.0 é o modelo mais leve da série dots3 e espera-se que seja de código aberto.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"O modelo dots do Xiaohongshu recebeu a medalha de ouro com pontuação máxima no IMO 2026 - Aioga Notícias de IA","description":"A equipe dots do Xiaohongshu participou da 67ª IMO 2026 com a versão interna dots-note 3.0, obtendo pontuação máxima nas seis questões e alcançando a medalha de ouro com 42/42 pont...","url":"https://www.aioga.com/pt-BR/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:48:33.152Z"},"ru":{"title":"Модель dots от Xiaohongshu получила золото с полным баллом на IMO 2026","summary":"Команда dots платформы Xiaohongshu приняла участие во 67-й Международной математической олимпиаде (IMO) 2026 с внутренней версией dots-note 3.0, все шесть задач были решены на максимальные баллы, с результатом 42/42, получив золотую медаль, этого результата достигли всего 7 участников в мире. Модель не зависит от формализованного языка, напрямую считывает исходные LaTeX задачи и решает их сквозным методом с рекурсивной самокритикой. dots-note 3.0 — самая легкая модель серии dots3, ожидается, что она будет открыта.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Модель dots от Xiaohongshu получила золото с полным баллом на IMO 2026 - Aioga Новости ИИ","description":"Команда dots платформы Xiaohongshu приняла участие во 67-й Международной математической олимпиаде (IMO) 2026 с внутренней версией dots-note 3.0, все шесть задач были решены на макс...","url":"https://www.aioga.com/ru/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:48:33.051Z"},"ar":{"title":"نموذج دوتس في Xiaohongshu يحصل على الميدالية الذهبية الكاملة في IMO 2026","summary":"فريق dots من XiaoHongShu شارك بالإصدار الداخلي dots-note 3.0 في الدورة 67 من IMO 2026، وحصل على الدرجة الكاملة في جميع الأسئلة الستة، محققًا 42/42، ليحصل على الميدالية الذهبية الكاملة، وكان هناك 7 متسابقين فقط على مستوى العالم حصلوا على هذا الإنجاز. النموذج لا يعتمد على اللغة الرسمية، بل يقرأ مباشرة أسئلة LaTeX الأصلية، ويكمل الحلول من البداية للنهاية باستخدام قدرة النقد الذاتي المتكررة. dots-note 3.0 هو أخف نموذج في سلسلة dots3، ومن المتوقع أن يتم فتحه المصدر.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"نموذج دوتس في Xiaohongshu يحصل على الميدالية الذهبية الكاملة في IMO 2026 - Aioga أخبار الذكاء الاصطناعي","description":"فريق dots من XiaoHongShu شارك بالإصدار الداخلي dots-note 3.0 في الدورة 67 من IMO 2026، وحصل على الدرجة الكاملة في جميع الأسئلة الستة، محققًا 42/42، ليحصل على الميدالية الذهبية الكا...","url":"https://www.aioga.com/ar/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:49:22.431Z"},"hi":{"title":"शाओहोंगसू डॉट्स मॉडल ने IMO 2026 में पूर्ण अंक का स्वर्ण पदक जीता","summary":"小红书 dots टीम ने आंतरिक संस्करण dots-note 3.0 के साथ 67वीं IMO 2026 में भाग लिया, और सभी छह प्रश्नों में पूर्ण अंक प्राप्त किए, 42/42 अंक के साथ पूर्ण स्वर्ण पदक जीता, विश्व में केवल 7 मानव प्रतिभागियों ने यह उपलब्धि प्राप्त की। यह मॉडल औपचारिक भाषा पर निर्भर नहीं करता, सीधे मूल LaTeX प्रश्न पढ़ता है, और पुनरावर्ती आत्म-批评 क्षमता के माध्यम से एंड-टू-एंड समाधान करता है। dots-note 3.0, dots3 श्रृंखला का सबसे हल्का मॉडल है, और इसे ओपन-सोर्स करने की उम्मीद है।","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"शाओहोंगसू डॉट्स मॉडल ने IMO 2026 में पूर्ण अंक का स्वर्ण पदक जीता - Aioga AI समाचार","description":"小红书 dots टीम ने आंतरिक संस्करण dots-note 3.0 के साथ 67वीं IMO 2026 में भाग लिया, और सभी छह प्रश्नों में पूर्ण अंक प्राप्त किए, 42/42 अंक के साथ पूर्ण स्वर्ण पदक जीता, विश्व में केव...","url":"https://www.aioga.com/hi/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:49:21.473Z"},"it":{"title":"Il modello dots di Xiaohongshu ha ottenuto la medaglia d'oro con punteggio pieno all'IMO 2026","summary":"Il team dots di Xiaohongshu ha partecipato alla 67ª IMO 2026 con la versione interna dots-note 3.0, ottenendo il punteggio massimo in tutte e sei le prove, con un 42/42 che ha fruttato la medaglia d'oro perfetta, risultato raggiunto da soli 7 concorrenti umani a livello globale. Il modello non dipende da linguaggi formalizzati, legge direttamente i problemi in LaTeX originale e risolve i quesiti end-to-end tramite capacità di autocritica ricorsiva. Dots-note 3.0 è il modello più leggero della serie dots3 e si prevede che sarà open source.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Il modello dots di Xiaohongshu ha ottenuto la medaglia d'oro con punteggio pieno all'IMO 2026 - Aioga Notizie IA","description":"Il team dots di Xiaohongshu ha partecipato alla 67ª IMO 2026 con la versione interna dots-note 3.0, ottenendo il punteggio massimo in tutte e sei le prove, con un 42/42 che ha frut...","url":"https://www.aioga.com/it/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:50:13.541Z"},"nl":{"title":"Xiaohongshu dots-model behaalt volle score gouden medaille op IMO 2026","summary":"Het XiaoHongShu dots-team nam deel aan de 67e IMO 2026 met de interne versie dots-note 3.0, behaalde een perfect score voor alle zes vragen en behaalde een gouden medaille met 42/42 punten, een prestatie die wereldwijd slechts door 7 menselijke deelnemers werd behaald. Het model is niet afhankelijk van formele talen en leest de oorspronkelijke LaTeX-vragen direct, en lost de problemen end-to-end op door middel van recursieve zelfkritiek. Dots-note 3.0 is het lichtste model in de dots3-serie en zal naar verwachting open-source worden gemaakt.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Xiaohongshu dots-model behaalt volle score gouden medaille op IMO 2026 - Aioga AI-nieuws","description":"Het XiaoHongShu dots-team nam deel aan de 67e IMO 2026 met de interne versie dots-note 3.0, behaalde een perfect score voor alle zes vragen en behaalde een gouden medaille met 42/4...","url":"https://www.aioga.com/nl/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:50:08.059Z"},"tr":{"title":"Xiaohongshu dots modeli IMO 2026'da tam puanlı altın madalya kazandı","summary":"Xiaohongshu dots ekibi, dahili sürüm dots-note 3.0 ile 67. IMO 2026'ya katıldı, altı sorunun tamamında tam puan aldı ve 42/42 puanla tam altın madalya kazandı; dünya genelinde yalnızca 7 insan yarışmacı bu başarıyı elde etti. Model, biçimsel dile bağımlı değil, ham LaTeX sorularını doğrudan okuyarak, özyinelemeli kendi kendini eleştirme yeteneğiyle uçtan uca çözümü tamamlıyor. dots-note 3.0, dots3 serisinin en hafif modeli olup, açılması bekleniyor.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Xiaohongshu dots modeli IMO 2026'da tam puanlı altın madalya kazandı - Aioga AI Haberleri","description":"Xiaohongshu dots ekibi, dahili sürüm dots-note 3.0 ile 67. IMO 2026'ya katıldı, altı sorunun tamamında tam puan aldı ve 42/42 puanla tam altın madalya kazandı; dünya genelinde yaln...","url":"https://www.aioga.com/tr/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:51:09.619Z"},"vi":{"title":"Mô hình dots của Xiaohongshu giành huy chương vàng đạt điểm tuyệt đối tại IMO 2026","summary":"Nhóm dots của Xiaohongshu mang phiên bản nội bộ dots-note 3.0 tham dự IMO lần thứ 67 năm 2026, cả sáu bài đều đạt điểm tuyệt đối, với 42/42 điểm giành huy chương vàng toàn phần, trên toàn cầu chỉ có 7 thí sinh đạt thành tích này. Mô hình không phụ thuộc vào ngôn ngữ hình thức, trực tiếp đọc đề gốc LaTeX, thông qua khả năng tự phản biện đệ quy để hoàn thành giải bài tập từ đầu đến cuối. dots-note 3.0 là mô hình nhẹ nhất trong series dots3, dự kiến sẽ được mở mã nguồn.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Mô hình dots của Xiaohongshu giành huy chương vàng đạt điểm tuyệt đối tại IMO 2026 - Tin tức AI Aioga","description":"Nhóm dots của Xiaohongshu mang phiên bản nội bộ dots-note 3.0 tham dự IMO lần thứ 67 năm 2026, cả sáu bài đều đạt điểm tuyệt đối, với 42/42 điểm giành huy chương vàng toàn phần, tr...","url":"https://www.aioga.com/vi/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:51:05.878Z"},"id":{"title":"Model titik Xiaohongshu meraih medali emas skor penuh IMO 2026","summary":"Tim dots dari Xiaohongshu membawa versi internal dots-note 3.0 untuk ikut serta dalam IMO ke-67 tahun 2026, keenam soal memperoleh nilai penuh, dengan skor 42/42 mendapatkan medali emas penuh, hanya 7 peserta manusia di dunia yang mencapai prestasi ini. Model ini tidak bergantung pada bahasa formal, langsung membaca soal LaTeX asli, dan menyelesaikan soal dari ujung ke ujung melalui kemampuan kritik diri secara rekursif. Dots-note 3.0 adalah model paling ringan dari seri dots3, yang diharapkan akan dibuka sumbernya.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Model titik Xiaohongshu meraih medali emas skor penuh IMO 2026 - Berita AI Aioga","description":"Tim dots dari Xiaohongshu membawa versi internal dots-note 3.0 untuk ikut serta dalam IMO ke-67 tahun 2026, keenam soal memperoleh nilai penuh, dengan skor 42/42 mendapatkan medali...","url":"https://www.aioga.com/id/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:51:54.501Z"},"th":{"title":"โมเดล dots ของ Xiaohongshu ได้รับเหรียญทองเต็มคะแนนจาก IMO 2026","summary":"ทีม dots ของ Xiaohongshu นำเวอร์ชันภายใน dots-note 3.0 เข้าร่วม IMO ครั้งที่ 67 ในปี 2026 ทั้งหกข้อสอบได้คะแนนเต็ม ทำคะแนนเต็ม 42/42 คะแนน ได้รับเหรียญทองเต็มโลก มีผู้เล่นมนุษย์เพียง 7 คนทั่วโลกที่ทำคะแนนได้เช่นนี้ โมเดลไม่พึ่งพาภาษาเชิงรูปแบบ อ่านโจทย์ LaTeX ดิบโดยตรง และแก้ปัญหาแบบ end-to-end ผ่านความสามารถวิจารณ์ตนเองแบบ recursive dots-note 3.0 เป็นโมเดลที่เบาที่สุดในชุด dots3 คาดว่าจะเปิดซอร์ส","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"โมเดล dots ของ Xiaohongshu ได้รับเหรียญทองเต็มคะแนนจาก IMO 2026 - ข่าว AI Aioga","description":"ทีม dots ของ Xiaohongshu นำเวอร์ชันภายใน dots-note 3.0 เข้าร่วม IMO ครั้งที่ 67 ในปี 2026 ทั้งหกข้อสอบได้คะแนนเต็ม ทำคะแนนเต็ม 42/42 คะแนน ได้รับเหรียญทองเต็มโลก มีผู้เล่นมนุษย์เพี...","url":"https://www.aioga.com/th/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:52:03.582Z"},"pl":{"title":"Model dots Xiaohongshu zdobył pełną złotą nagrodę na IMO 2026","summary":"Zespół dots platformy Xiaohongshu wziął udział w 67. Międzynarodowej Olimpiadzie Matematycznej 2026 z wewnętrzną wersją dots-note 3.0, zdobywając pełną punktację we wszystkich sześciu zadaniach, osiągając 42/42 punkty i zdobywając złoty medal z maksymalną liczbą punktów; na świecie tylko 7 ludzkich uczestników osiągnęło ten wynik. Model nie polega na językach formalnych, bezpośrednio odczytuje oryginalne zadania w LaTeX i dzięki zdolnościom rekurencyjnej autokrytyki rozwiązuje je w pełnym zakresie. Dots-note 3.0 jest najlżejszym modelem z serii dots3 i przewiduje się, że zostanie udostępniony jako open source.","category":"模型更新","source":"公众号：小红书技术（dots.llm）","aggregationSource":"公众号：小红书技术（dots.llm）","pageTitle":"Model dots Xiaohongshu zdobył pełną złotą nagrodę na IMO 2026 - Aioga Wiadomości AI","description":"Zespół dots platformy Xiaohongshu wziął udział w 67. Międzynarodowej Olimpiadzie Matematycznej 2026 z wewnętrzną wersją dots-note 3.0, zdobywając pełną punktację we wszystkich sześ...","url":"https://www.aioga.com/pl/news/cmrujyaak0mhmbi07h3daik9b/","contentTranslated":true,"sourceHash":"64817b32cf07e84f","translatedAt":"2026-07-22T16:52:57.178Z"}}}}