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<url><loc>https://korshunov.ai/zh-hans/article/12361-yan-jiu-fa-xian-zai-xian-ce-lue-zheng-liu-de-cheng-gong-qu-jue-yu-xin-hao-zhi-er/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T09:52:27.019621+00:00</news:publication_date><news:title>研究发现，在线策略蒸馏的成功取决于信号质量，而非教师规模</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12361-studi-menemukan-keberhasilan-distilasi-on-policy-bergantung-pada-kualitas-sinyal/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T09:52:27.019621+00:00</news:publication_date><news:title>Studi menemukan keberhasilan distilasi on-policy bergantung pada kualitas sinyal, bukan skala guru</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12361-study-finds-on-policy-distillation-success-depends-on-signal-quality-not-teacher/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T09:52:27.019621+00:00</news:publication_date><news:title>Study finds on-policy distillation success depends on signal quality, not teacher scale</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12361-une-etude-revele-que-le-succes-de-la-distillation-on-policy-depend-de-la-qualite/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T09:52:27.019621+00:00</news:publication_date><news:title>Une étude révèle que le succès de la distillation on-policy dépend de la qualité du signal, et non de l'échelle du professeur</news:title></news:news></url>
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<url><loc>https://korshunov.ai/es/article/12360-mejora-del-seguimiento-de-instrucciones-en-la-generacion-de-texto-a-audio-fina/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>Mejora del seguimiento de instrucciones en la generación de texto a audio mediante retroalimentación fina de modelos de lenguaje grandes conscientes del audio</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12360-o-teiodui-ying-da-gui-mo-yan-yu-moterukaranoxi-li-du-hui-teiohenozhi-shi-zhui/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>オーディオ対応大規模言語モデルからの細粒度フィードバックによるテキストからオーディオへの指示追従の改善</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12360-onddiyo-aveyr-bdde-bhaassaa-monddlon-se-suukssm-striiy-phiiddbaik-ke-maadhym-se/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>ऑडियो-अवेयर बड़े भाषा मॉडलों से सूक्ष्म-स्तरीय फीडबैक के माध्यम से टेक्स्ट-टू-ऑडियो निर्देश पालन में सुधार</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12360-improving-text-to-audio-instruction-following-via-fine-grained-feedback-from/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>Improving Text-to-Audio Instruction Following via Fine-Grained Feedback from Audio-Aware Large Language Models</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12360-thsyn-tb-lt-lymt-mn-lns-l-lswt-br-tgdhy-rj-dqyq-mn-nmdhj-lgwy-kbyr-w-y-llswt/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>تحسين اتباع التعليمات من النص إلى الصوت عبر تغذية راجعة دقيقة من نماذج لغوية كبيرة واعية للصوت</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12360-meningkatkan-pengikut-instruksi-teks-ke-audio-melalui-umpan-balik-halus-dari/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>Meningkatkan Pengikut Instruksi Teks-ke-Audio melalui Umpan Balik Halus dari Model Bahasa Besar Sadar Audio</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12360-melhorando-o-seguimento-de-instrucoes-de-texto-para-audio-via-feedback-fino-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>Melhorando o Seguimento de Instruções de Texto para Áudio via Feedback Fino de Modelos de Linguagem Grandes Conscientes de Áudio</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12360-amelioration-du-respect-des-instructions-texte-vers-audio-grace-a-un-retour-fin/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>Amélioration du respect des instructions texte-vers-audio grâce à un retour fin issu de grands modèles linguistiques sensibles au son</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12360-odio-insig-daehyeong-eoneo-modelyi-sebunhwadoen-pideubaegeul-tonghan-tegseuteu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>오디오 인식 대형 언어 모델의 세분화된 피드백을 통한 텍스트-오디오 지시 따름 개선</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12360-uluchshenie-sledovaniia-instruktsiiam-v-zadachakh-preobrazovaniia-teksta-v-audio/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T09:44:07.036661+00:00</news:publication_date><news:title>Улучшение следования инструкциям в задачах преобразования текста в аудио с помощью детализированной обратной связи от аудио-ориентированных больших языковых моделей</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/12359-zhu-yi-li-tou-zhong-jia-quan-shi-llmneng-gou-yi-200-1000bei-geng-shao-de-can-shu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T09:37:16.013130+00:00</news:publication_date><news:title>注意力头重加权使LLM能够以200-1000倍更少的参数进行适配</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ko/article/12359-attention-head-reweightingeun-paramiteo-sureul-200-1000bae-julyeo-llmeul/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T09:37:16.013130+00:00</news:publication_date><news:title>Attention Head Reweighting은 파라미터 수를 200-1000배 줄여 LLM을 적응시킵니다</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/12359-attention-head-reweighting-adapte-les-llm-avec-200-a-1000-fois-moins-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T09:37:16.013130+00:00</news:publication_date><news:title>Attention Head Reweighting adapte les LLM avec 200 à 1000 fois moins de paramètres</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/12348-memcon-apprend-la-gestion-adaptative-de-la-memoire-pour-les-agents-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T07:04:45.059335+00:00</news:publication_date><news:title>MemCon apprend la gestion adaptative de la mémoire pour les agents LLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12348-memcon-learns-adaptive-memory-management-for-llm-agents/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T07:04:45.059335+00:00</news:publication_date><news:title>MemCon learns adaptive memory management for LLM agents</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12348-memconhallme-shientonotamenoshi-ying-de-memoriguan-li-woxue-xi-suru/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T07:04:45.059335+00:00</news:publication_date><news:title>MemConはLLMエージェントのための適応的メモリ管理を学習する</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12348-memcon-aprende-gestion-adaptativa-de-memoria-para-agentes-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T07:04:45.059335+00:00</news:publication_date><news:title>MemCon aprende gestión adaptativa de memoria para agentes LLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12348-memcon-belajar-manajemen-memori-adaptif-untuk-agen-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T07:04:45.059335+00:00</news:publication_date><news:title>MemCon belajar manajemen memori adaptif untuk agen LLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12347-freimvork-cana-uluchshaet-sposobnost-agentov-llm-nakhodit-istoricheskie-analogii/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>Фреймворк CANA улучшает способность агентов LLM находить исторические аналогии</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12347-cana-phremvrk-llm-ejentts-kii-aitihaasik-upmaaen-khojne-kii-kssmtaa-ko-behtr-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>CANA फ्रेमवर्क LLM एजेंट्स की ऐतिहासिक उपमाएँ खोजने की क्षमता को बेहतर बनाता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12347-canakuang-jia-ti-sheng-liao-da-yu-yan-mo-xing-zhi-neng-ti-xun-zhao-li-shi-lei-bi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>CANA框架提升了大语言模型智能体寻找历史类比的能力</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12347-canahure-muwa-kukallme-shientonoli-shi-de-lei-tui-fa-jian-neng-li-woxiang-shang/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>CANAフレームワークがLLMエージェントの歴史的類推発見能力を向上</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12347-el-marco-cana-mejora-la-capacidad-de-los-agentes-llm-para-encontrar-analogias/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>El marco CANA mejora la capacidad de los agentes LLM para encontrar analogías históricas</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12347-kerangka-kerja-cana-meningkatkan-kemampuan-agen-llm-dalam-menemukan-analogi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>Kerangka kerja CANA meningkatkan kemampuan agen LLM dalam menemukan analogi historis</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12347-tr-ml-cana-yhsn-qdr-wkl-lnmdhj-llgwy-lkbyr-l-l-thwr-l-ltnzrt-ltrykhy/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>إطار عمل CANA يحسن قدرة وكلاء النماذج اللغوية الكبيرة على العثور على التناظرات التاريخية</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12347-framework-cana-melhora-a-capacidade-de-agentes-llm-de-encontrar-analogias/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>Framework CANA melhora a capacidade de agentes LLM de encontrar analogias históricas</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12347-cana-peureimweokeuga-llm-eijeonteuyi-yeogsajeog-yucu-balgyeon-neungryeog/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>CANA 프레임워크가 LLM 에이전트의 역사적 유추 발견 능력 향상</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12347-cana-framework-improves-llm-agents-ability-to-find-historical-analogies/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>CANA framework improves LLM agents' ability to find historical analogies</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12347-le-cadre-cana-ameliore-la-capacite-des-agents-llm-a-trouver-des-analogies/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T06:56:41.235604+00:00</news:publication_date><news:title>Le cadre CANA améliore la capacité des agents LLM à trouver des analogies historiques</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12346-canon-transforme-le-consensus-en-supervision-dense-au-niveau-des-tokens-pour-l/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON transforme le consensus en supervision dense au niveau des tokens pour l'auto-distillation sans étiquette</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12346-canoni-reibeul-eobsneun-jagi-jeungryu-label-free-self-distillation-reul-wihan/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON이 레이블 없는 자기 증류(label-free self-distillation)를 위한 밀집 토큰 수준 감독으로 합의를 전환하다</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12346-canon-mengubah-konsensus-menjadi-pengawasan-tingkat-token-yang-padat-untuk-bebas/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON mengubah konsensus menjadi pengawasan tingkat token yang padat untuk distilasi mandiri bebas label</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12346-canon-convierte-el-consenso-en-supervision-densa-a-nivel-de-token-para-auto-sin/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON convierte el consenso en supervisión densa a nivel de token para auto-distilación sin etiquetas</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12346-canon-transforma-consenso-em-supervisao-densa-por-token-para-auto-distilacao-sem/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON transforma consenso em supervisão densa por token para auto-distilação sem rótulos</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12346-canonkakonsensasuworaherunashizi-ji-zheng-liu-notamenomi-nato-kunreherunojiao/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANONがコンセンサスをラベルなし自己蒸留のための密なトークンレベルの教師信号に変える</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12346-canon-turns-consensus-into-dense-token-level-supervision-for-label-free-self/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON turns consensus into dense token-level supervision for label-free self-distillation</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12346-canonjiang-gong-shi-zhuan-hua-wei-wu-biao-qian-zi-zheng-liu-zhong-de-mi-ji-jian/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON将共识转化为无标签自蒸馏中的密集token级监督</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12346-canon-lebl-phrii-selph-ddisttileshn-ke-lie-knsenss-ko-ghntv-ttokn-str-kii-men/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON लेबल-फ्री सेल्फ-डिस्टिलेशन के लिए कंसेंसस को घनत्व टोकन-स्तर की निगरानी में बदलता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12346-thwl-canon-ljm-l-shrf-kthyf-l-mstw-lrmwz-lltdryb-ldhty-lkhly-mn-ltsmyt/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>تحول CANON الإجماع إلى إشراف كثيف على مستوى الرموز للتدريب الذاتي الخالي من التسميات</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12346-canon-prevrashchaet-konsensus-v-plotnoe-tokeno-urovnevoe-obuchenie-dlia-bez/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T06:50:27.057216+00:00</news:publication_date><news:title>CANON превращает консенсус в плотное токено-уровневое обучение для самодистилляции без меток</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12345-armacao-de-agente-autoevolutiva-melhora-desempenho-de-modelo-congelado-em-9-a-pp/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>Armação de agente autoevolutiva melhora desempenho de modelo congelado em 9 a 15,5 pp</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12345-d-wkyl-dhty-lttwr-thsn-d-lnmwdhj-lmjmd-bnsb-9-l-15-5-nqt-mywy/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>أداة وكيل ذاتي التطور تحسن أداء النموذج المجمد بنسبة 9 إلى 15.5 نقطة مئوية</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12345-jagijinhwa-eijeonteu-haneseuga-donggyeol-model-seongneungeul-9-15-5pp-hyangsang/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>자기진화 에이전트 하네스가 동결 모델 성능을 9~15.5pp 향상</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12345-un-harnais-d-agent-auto-evolutif-ameliore-les-performances-des-modeles-figes-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>Un harnais d'agent auto-évolutif améliore les performances des modèles figés de 9 à 15,5 pp</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12345-harness-agen-yang-berevolusi-sendiri-meningkatkan-kinerja-model-beku-sebesar-9/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>Harness agen yang berevolusi sendiri meningkatkan kinerja model beku sebesar 9 hingga 15,5 pp</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/12345-samosovershenstvuiushchiisia-agentnyi-karkas-uluchshaet-pokazateli-zamorozhennoi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>Самосовершенствующийся агентный каркас улучшает показатели замороженной модели на 9–15,5 процентных пункта</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12345-self-evolving-agent-harness-improves-frozen-model-performance-by-9-to-15-5pp/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>Self-evolving agent harness improves frozen model performance by 9 to 15.5pp</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12345-zi-ji-jin-hua-xing-e-shientoha-nesukadong-jie-moterunoxing-neng-wo9-15-5ppxiang/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>自己進化型エージェントハーネスが凍結モデルの性能を9〜15.5pp向上</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12345-el-arnes-de-agente-autoevolutivo-mejora-el-rendimiento-del-modelo-congelado-9-y/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>El arnés de agente autoevolutivo mejora el rendimiento del modelo congelado entre 9 y 15,5 pp</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12345-sv-vikaasshiil-ejentt-haarnes-phrojn-monddl-kii-prdrshn-kssmtaa-ko-9-se-15-5pp/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T06:41:54.726650+00:00</news:publication_date><news:title>स्व-विकासशील एजेंट हार्नेस फ्रोजन मॉडल की प्रदर्शन क्षमता को 9 से 15.5pp तक बढ़ाता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12344-problema-do-oraculo-de-teste-em-corpora-sinteticos-de-llm-as-judge-distorcao-e/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>Problema do Oráculo de Teste em Corpora Sintéticos de LLM-as-Judge: Desaparecimento, Distorção e um Protocolo de Validação</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/12344-he-cheng-llm-as-judgeko-hasuniokerutesutoorakuruwen-ti-xiao-shi-wai-qu-oyohijian/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>合成LLM-as-Judgeコーパスにおけるテストオラクル問題：消失、歪曲、および検証プロトコル</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12344-problema-testovogo-orakula-v-sinteticheskikh-korpusakh-llm-as-judge-iskazhenie-i/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>Проблема тестового оракула в синтетических корпусах LLM-as-Judge: исчезновение, искажение и протокол валидации</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12344-habseong-llm-as-judge-kopeoseuyi-teseuteu-orakeul-munje-sosil-waegog-mic/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>합성 LLM-as-Judge 코퍼스의 테스트 오라클 문제: 소실, 왜곡 및 검증 프로토콜</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/12344-probleme-de-l-oracle-de-test-dans-les-corpus-synthetiques-llm-as-judge-et-un-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>Problème de l'oracle de test dans les corpus synthétiques LLM-as-Judge : Disparition, Distorsion et un protocole de validation</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12344-he-cheng-llm-as-judgeyu-liao-ku-zhong-de-ce-shi-yu-yan-ji-wen-ti-xiao-shi-niu-qu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>合成LLM-as-Judge语料库中的测试预言机问题：消失、扭曲与验证协议</news:title></news:news></url>
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<url><loc>https://korshunov.ai/es/article/12344-problema-del-oraculo-de-prueba-en-corpora-sinteticos-de-llm-as-judge-distorsion/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>Problema del oráculo de prueba en corpora sintéticos de LLM-as-Judge: desaparición, distorsión y un protocolo de validación</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12344-test-oracle-problem-in-synthetic-llm-as-judge-corpora-disappearance-distortion-a/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T06:34:26.265387+00:00</news:publication_date><news:title>Test Oracle Problem in Synthetic LLM-as-Judge Corpora: Disappearance, Distortion and a Validation Protocol</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12343-groc-poneun-dajung-modal-hwangageul-juligi-wihan-geungeo-giban-munmaeg-seonho/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO는 다중 모달 환각을 줄이기 위한 근거 기반 문맥 선호 최적화를 도입</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12343-groc-po-introduit-l-optimisation-des-preferences-par-contexte-ancre-pour-reduire/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO introduit l'optimisation des préférences par contexte ancré pour réduire les hallucinations multimodales</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12343-groc-po-introduce-la-optimizacion-de-preferencia-con-contexto-fundamentado-para/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO introduce la optimización de preferencia con contexto fundamentado para reducir alucinaciones multimodales</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12343-groc-poyin-ru-ji-yu-jie-di-shang-xia-wen-de-pian-hao-you-hua-yi-jian-shao-duo-mo/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO引入基于接地上下文的偏好优化以减少多模态幻觉</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12343-yqdm-groc-po-thsyn-tfdylt-lsyq-lmtjdhr-ltqlyl-lhlwst-mt-dd-lwsyt/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>يقدم Groc-PO تحسين تفضيلات السياق المتجذر لتقليل الهلوسات متعددة الوسائط</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12343-groc-po-memperkenalkan-optimasi-preferensi-konteks-terlandaskan-untuk-mengurangi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO memperkenalkan optimasi preferensi konteks terlandaskan untuk mengurangi halusinasi multimodal</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12343-groc-po-predstavliaet-optimizatsiiu-predpochteniia-na-osnove-zazemlennogo-dlia/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO представляет оптимизацию предпочтения на основе заземлённого контекста для снижения мультимодальных галлюцинаций</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12343-groc-po-introduces-grounded-context-preference-optimization-to-reduce-multimodal/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO introduces grounded context preference optimization to reduce multimodal hallucinations</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12343-groc-po-introduz-otimizacao-de-preferencia-com-contexto-fundamentado-para/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO introduz otimização de preferência com contexto fundamentado para reduzir alucinações multimodais</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12343-groc-poha-maruchimo-taruhuan-jue-woqing-jian-surutamenojie-di-wen-mo-you-xian-ru/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-POは、マルチモーダル幻覚を軽減するための接地文脈優先最適化を導入</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12343-groc-po-bhuaayaamii-bhrm-ko-km-krne-ke-lie-aadhaarit-sndrbh-praathmiktaa-pesh/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T06:24:32.855161+00:00</news:publication_date><news:title>Groc-PO बहुआयामी भ्रम को कम करने के लिए आधारित संदर्भ प्राथमिकता अनुकूलन पेश करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12342-le-dtw-sur-wavlm-permet-l-evaluation-sans-texte-de-la-parole-l2-pour-la-le-et-l/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>Le DTW sur WavLM permet l'évaluation sans texte de la parole L2 pour la phonétique, le rythme et l'intonation</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12342-wavlme-daehan-dtwneun-eumunron-rideum-eogyangeul-wihan-tegseuteu-eobsneun-l2/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>WavLM에 대한 DTW는 음운론, 리듬, 억양을 위한 텍스트 없는 L2 발화 점수 매기를 가능하게 합니다</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12342-wavlmnidui-surudtwniyori-yin-yun-lun-risumu-intone-shiyonnotekisutobu-yao-nadi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>WavLMに対するDTWにより、音韻論、リズム、イントネーションのテキスト不要な第二言語発話評価が可能に</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12342-dtw-sobre-wavlm-permite-la-puntuacion-de-habla-l2-sin-texto-para-fonetica-ritmo/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>DTW sobre WavLM permite la puntuación de habla L2 sin texto para fonética, ritmo e entonación</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12342-ji-yu-wavlmde-dtwshi-xian-wu-xu-wen-ben-de-l2yu-yin-ping-fen-han-gai-fa-yin-jie/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>基于WavLM的DTW实现无需文本的L2语音评分，涵盖发音、节奏和语调</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12342-wavlm-pr-dtw-dhvnivijnyaan-ly-aur-svraaroh-ke-lie-paatth-mukt-l2-uccaarnn-skssm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>WavLM पर DTW ध्वनिविज्ञान, लय और स्वरारोह के लिए पाठ-मुक्त L2 उच्चारण मूल्यांकन सक्षम बनाता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12342-dtw-over-wavlm-enables-text-free-l2-speech-scoring-for-phonetics-rhythm-and/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>DTW over WavLM enables text-free L2 speech scoring for phonetics, rhythm, and intonation</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12342-dtw-poverkh-wavlm-obespechivaet-otsenku-l2-rechi-bez-teksta-dlia-fonetiki-ritma/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>DTW поверх WavLM обеспечивает оценку L2-речи без текста для фонетики, ритма и интонации</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12342-tmkyn-tqyym-ntq-llg-lthny-bdwn-ns-llphonetics-wlyq-wlnbr-bstkhdm-dtw-l-wavlm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>تمكين تقييم نطق اللغة الثانية بدون نص للphonetics والإيقاع والنبرة باستخدام DTW على WavLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12342-dtw-sobre-wavlm-permite-pontuacao-de-fala-l2-sem-texto-para-fonetica-ritmo-e/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>DTW sobre WavLM permite pontuação de fala L2 sem texto para fonética, ritmo e entonação</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12342-dtw-pada-wavlm-memungkinkan-penilaian-ucapan-l2-tanpa-teks-untuk-fonetik-ritme/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T06:17:34.924970+00:00</news:publication_date><news:title>DTW pada WavLM memungkinkan penilaian ucapan L2 tanpa teks untuk fonetik, ritme, dan intonasi</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12380-opencl-knpaailr-smsyaaon-ko-hl-krne-ke-lie-fa-aur-moe-vjn-ke-punh-paiking-ko-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T06:08:07.959155+00:00</news:publication_date><news:title>OpenCL कंपाइलर समस्याओं को हल करने के लिए FA और MoE वजन के पुनः पैकिंग को अक्षम करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12380-opencl-desactive-le-reconditionnement-des-poids-fa-et-moe-pour-contourner-les-du/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T06:08:07.959155+00:00</news:publication_date><news:title>OpenCL désactive le reconditionnement des poids FA et MoE pour contourner les problèmes du compilateur</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/12380-openclkakonhairanowen-ti-wohui-bi-surutamenifatomoenozhong-mizai-hatsukuwowu-hua/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T06:08:07.959155+00:00</news:publication_date><news:title>OpenCLがコンパイラの問題を回避するためにFAとMoEの重み再パックを無効化</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12380-opencl-desativa-a-reorganizacao-de-pesos-fa-e-moe-para-contornar-problemas-do/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T06:08:07.959155+00:00</news:publication_date><news:title>OpenCL desativa a reorganização de pesos FA e MoE para contornar problemas do compilador</news:title></news:news></url>
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<url><loc>https://korshunov.ai/pt-br/article/12282-framework-mojo-usa-aprendizado-auto-supervisionado-para-melhorar-a-decodificacao/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T03:30:51.566666+00:00</news:publication_date><news:title>Framework MOJO usa aprendizado auto-supervisionado para melhorar a decodificação de populações neurais</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ar/article/12282-tr-ml-mojo-ystkhdm-lt-lm-ldhty-lshrfy-lthsyn-fk-tshfyr-lmjmw-t-l-sby/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T03:30:51.566666+00:00</news:publication_date><news:title>إطار عمل MOJO يستخدم التعلم الذاتي الإشرافي لتحسين فك تشفير المجموعات العصبية</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/12282-mojo-kuang-jia-li-yong-zi-jian-du-xue-xi-gai-jin-shen-jing-qun-ti-jie-ma/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T03:30:51.566666+00:00</news:publication_date><news:title>MOJO 框架利用自监督学习改进神经群体解码</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12282-le-framework-mojo-utilise-l-apprentissage-auto-supervise-pour-ameliorer-le-des/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T03:30:51.566666+00:00</news:publication_date><news:title>Le framework MOJO utilise l'apprentissage auto-supervisé pour améliorer le décodage des populations neuronales</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12282-mojohure-muwa-kuhazi-ji-jiao-shi-arixue-xi-woyong-iteshen-jing-ji-tuan-noteko/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T03:30:51.566666+00:00</news:publication_date><news:title>MOJOフレームワークは自己教師あり学習を用いて神経集団のデコーディングを改善する</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12282-mojo-peureimweokeuneun-jagijido-hagseubeul-tonghae-singyeong-jibdan-dikodingeul/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T03:30:51.566666+00:00</news:publication_date><news:title>MOJO 프레임워크는 자기지도 학습을 통해 신경 집단 디코딩을 개선합니다</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12282-mojo-framework-uses-self-supervised-learning-to-improve-neural-population/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T03:30:51.566666+00:00</news:publication_date><news:title>MOJO framework uses self-supervised learning to improve neural population decoding</news:title></news:news></url>
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<url><loc>https://korshunov.ai/pt-br/article/12279-haifan-gong-solicita-a-adicao-do-benchmark-ctgroundbench-ao-hugging-face-hub/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>Haifan Gong solicita a adição do benchmark CTGroundBench ao Hugging Face Hub</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12279-haaiphaan-gong-ne-hugging-face-hub-men-ctgroundbench-bencmaark-joddne-kaa-kiyaa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>हाइफान गोंग ने Hugging Face Hub में CTGroundBench बेंचमार्क जोड़ने का अनुरोध किया</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12279-haifan-gong-hugging-face-hube-ctgroundbench-bencimakeu-cuga-yoceong/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>Haifan Gong, Hugging Face Hub에 CTGroundBench 벤치마크 추가 요청</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12279-haifan-gong-qing-qiu-jiang-ctgroundbench-ji-zhun-tian-jia-dao-hugging-face-hub/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>Haifan Gong 请求将 CTGroundBench 基准添加到 Hugging Face Hub</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12279-khaifan-gun-prosit-dobavit-benchmark-ctgroundbench-v-hugging-face-hub/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>Хайфан Гун просит добавить бенчмарк CTGroundBench в Hugging Face Hub</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12279-haifan-gong-demande-l-ajout-du-benchmark-ctgroundbench-au-hub-hugging-face/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>Haifan Gong demande l'ajout du benchmark CTGroundBench au Hub Hugging Face</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12279-haifan-gong-solicita-la-adicion-del-benchmark-ctgroundbench-a-hugging-face-hub/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>Haifan Gong solicita la adición del benchmark CTGroundBench a Hugging Face Hub</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12279-hyfn-gwng-ytlb-df-m-yr-ctgroundbench-l-hugging-face-hub/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>هايفان غونغ يطلب إضافة معيار CTGroundBench إلى Hugging Face Hub</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12279-haifan-gong-meminta-penambahan-benchmark-ctgroundbench-ke-hugging-face-hub/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T03:21:26.495876+00:00</news:publication_date><news:title>Haifan Gong meminta penambahan benchmark CTGroundBench ke Hugging Face Hub</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12278-el-usuario-pregunta-como-alojar-conjuntos-de-datos-de-capas-gis-como-enlaces-en/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>El usuario pregunta cómo alojar conjuntos de datos de capas GIS como enlaces HTTP en Hugging Face Spaces</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12278-polzovatel-sprashivaet-kak-razmeshchat-nabory-dannykh-sloev-gis-v-vide-http-na/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>Пользователь спрашивает, как размещать наборы данных слоёв ГИС в виде HTTP-ссылок на Hugging Face Spaces</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12278-un-utilisateur-demande-comment-heberger-des-jeux-de-donnees-de-couches-gis-sous/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>Un utilisateur demande comment héberger des jeux de données de couches GIS sous forme de liens HTTP sur Hugging Face Spaces</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12278-usuario-pergunta-como-hospedar-conjuntos-de-dados-de-camadas-gis-como-links-http/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>Usuário pergunta como hospedar conjuntos de dados de camadas GIS como links HTTP no Hugging Face Spaces</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/12278-sayongjaga-hugging-face-spaceseseo-gis-reieo-deiteoseseul-http-ringkeuro/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>사용자가 Hugging Face Spaces에서 GIS 레이어 데이터셋을 HTTP 링크로 호스팅하는 방법을 묻습니다</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12278-yong-hu-xun-wen-ru-he-zai-hugging-face-spaces-shang-jiang-gis-tu-ceng-shu-ju-ji/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>用户询问如何在 Hugging Face Spaces 上将 GIS 图层数据集作为 HTTP 链接托管</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12278-upyogkrtaa-puuchtaa-hai-ki-hugging-face-spaces-pr-gis-leyr-ddettaasett-ko-http/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>उपयोगकर्ता पूछता है कि Hugging Face Spaces पर GIS लेयर डेटासेट को HTTP लिंक के रूप में कैसे होस्ट करें</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12278-yu-sa-hahugging-face-spacestegisreiya-te-tawohttprinkutoshitehosutosurufang-fa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>ユーザーはHugging Face SpacesでGISレイヤーデータをHTTPリンクとしてホストする方法を尋ねる</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12278-pengguna-bertanya-cara-menghosting-dataset-lapisan-gis-sebagai-tautan-http-di/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>Pengguna bertanya cara menghosting dataset lapisan GIS sebagai tautan HTTP di Hugging Face Spaces</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12278-ysl-lmstkhdm-n-kyfy-stdf-mjmw-t-bynt-tbqt-gis-krbt-http-l-msht-hugging-face/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>يسأل المستخدم عن كيفية استضافة مجموعات بيانات طبقات GIS كرابط HTTP على مساحات Hugging Face</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12278-user-asks-how-to-host-gis-layer-datasets-as-http-links-on-hugging-face-spaces/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T03:12:40.722508+00:00</news:publication_date><news:title>User asks how to host GIS layer datasets as HTTP links on Hugging Face Spaces</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/12226-spacexai-otkryla-iskhodnyi-kod-grok-build-agenta-dlia-programmirovaniia-i-tui/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T00:33:01.232347+00:00</news:publication_date><news:title>SpaceXAI открыла исходный код Grok Build — агента для программирования и TUI</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12226-spacexai-open-source-l-agent-de-codage-grok-build-et-l-interface-tui/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T00:33:01.232347+00:00</news:publication_date><news:title>SpaceXAI open-source l'agent de codage Grok Build et l'interface TUI</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ko/article/12140-pope-pyeongganeun-donggyeoldoen-sohyeong-kodeu-modeleseo-oryu-naeyongi-jace/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>PoPE 평가는 동결된 소형 코드 모델에서 오류 내용이 자체 수리에 도움이 된다는 증거가 없음을 발견</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/12140-l-evaluation-pope-ne-trouve-aucune-preuve-que-le-contenu-de-l-erreur-aide-a-l-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>L'évaluation PoPE ne trouve aucune preuve que le contenu de l'erreur aide à l'auto-réparation dans les petits modèles de code gelés</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12140-popeping-jia-ha-dong-jie-saretaxiao-gui-mo-ko-tomoteruniokeruera-nei-rong-kazi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>PoPE評価は、凍結された小規模コードモデルにおけるエラー内容が自己修復に寄与する証拠がないことを発見</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12140-pope-muulyaankn-men-koii-sbuut-nhiin-miltaa-ki-trutti-saamgrii-jmii-huii-chotte/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>PoPE मूल्यांकन में कोई सबूत नहीं मिलता कि त्रुटि सामग्री जमी हुई छोटे कोड मॉडलों में स्व-मरम्मत में सहायक है</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12140-popeping-gu-wei-fa-xian-cuo-wu-nei-rong-you-zhu-yu-dong-jie-xiao-xing-dai-ma-mo/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>PoPE评估未发现错误内容有助于冻结小型代码模型自我修复的证据</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12140-pope-evaluation-finds-no-evidence-that-error-content-aids-self-repair-in-frozen/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>PoPE evaluation finds no evidence that error content aids self-repair in frozen small code models</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/12140-evaluasi-pope-tidak-menemukan-bukti-bahwa-konten-kesalahan-membantu-perbaikan/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>Evaluasi PoPE tidak menemukan bukti bahwa konten kesalahan membantu perbaikan mandiri pada model kode kecil yang dibekukan</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12140-tqyym-pope-l-yjd-y-dlyl-l-n-mhtw-lkht-ys-d-fy-lslh-ldhty-lnmdhj-lshyfr-lsgyr/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>تقييم PoPE لا يجد أي دليل على أن محتوى الخطأ يساعد في الإصلاح الذاتي لنماذج الشيفرة الصغيرة المتجمدة</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12140-otsenka-pope-ne-nakhodit-dokazatelstv-togo-chto-soderzhanie-oshibok-pomogaet/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>Оценка PoPE не находит доказательств того, что содержание ошибок помогает самовосстановлению замороженных малых моделей кода</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12140-la-evaluacion-pope-no-encuentra-evidencia-de-que-el-contenido-del-error-ayude-a/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>La evaluación PoPE no encuentra evidencia de que el contenido del error ayude a la autocorrección en modelos pequeños de código congelados</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12140-avaliacao-pope-nao-encontra-evidencias-de-que-o-conteudo-do-erro-auxilie-na-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T00:24:21.983388+00:00</news:publication_date><news:title>Avaliação PoPE não encontra evidências de que o conteúdo do erro auxilie na autorreparação de pequenos modelos de código congelados</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ko/article/12139-amsijeog-deiteo-donghwareul-wihan-angsangbeul-jeeo-heureum-pilteo-encf/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-16T00:14:43.447222+00:00</news:publication_date><news:title>암시적 데이터 동화를 위한 앙상블 제어 흐름 필터 (EnCF)</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12139-yong-yu-yin-shi-shu-ju-tong-hua-de-ji-cheng-kong-zhi-liu-lu-bo-qi-encf/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T00:14:43.447222+00:00</news:publication_date><news:title>用于隐式数据同化的集成控制流滤波器 (EnCF)</news:title></news:news></url>
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<url><loc>https://korshunov.ai/id/article/12139-filter-aliran-terkendali-ensemble-encf-untuk-asimilasi-data-implisit/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-16T00:14:43.447222+00:00</news:publication_date><news:title>Filter Aliran Terkendali Ensemble (EnCF) untuk asimilasi data implisit</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/12139-mrshh-ltdfq-lmthkm-bh-bltjm-encf-llmhdh-ldmny-llbynt/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-16T00:14:43.447222+00:00</news:publication_date><news:title>مرشح التدفق المتحكم به بالتجمع (EnCF) للمحاذاة الضمنية للبيانات</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/12139-ensemble-controlled-flow-filter-encf-for-implicit-data-assimilation/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-16T00:14:43.447222+00:00</news:publication_date><news:title>Ensemble Controlled-flow Filter (EnCF) for implicit data assimilation</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/12091-formalanalyticgeo-gera-problemas-de-geometria-analitica-multimodal-via-pipeline/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-16T00:07:11.429674+00:00</news:publication_date><news:title>FormalAnalyticGeo gera problemas de geometria analítica multimodal via pipeline neural-simbólico</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/12091-formalanalyticgeotong-guo-shen-jing-fu-hao-liu-shui-xian-sheng-cheng-duo-mo-tai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-16T00:07:11.429674+00:00</news:publication_date><news:title>FormalAnalyticGeo通过神经符号流水线生成多模态解析几何问题</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/12091-formalanalyticgeo-nyuuro-sinbolik-paaiplaain-ke-maadhym-se-bhuaayaamii-jyaamiti/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-16T00:07:11.429674+00:00</news:publication_date><news:title>FormalAnalyticGeo न्यूरो-सिंबोलिक पाइपलाइन के माध्यम से बहुआयामी विश्लेषणात्मक ज्यामिति की समस्याएं उत्पन्न करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/12091-formalanalyticgeo-genera-problemas-de-geometria-analitica-multimodal-mediante-un/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-16T00:07:11.429674+00:00</news:publication_date><news:title>FormalAnalyticGeo genera problemas de geometría analítica multimodal mediante un pipeline neural-simbólico</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/12091-formalanalyticgeo-generiruet-multimodalnye-zadachi-analiticheskoi-geometrii-s/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-16T00:07:11.429674+00:00</news:publication_date><news:title>FormalAnalyticGeo генерирует мультимодальные задачи аналитической геометрии с помощью нейросимволического конвейера</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/12091-formalanalyticgeohaniyu-raru-shinhoritsukuhaihurainwotong-shiteduo-mo-tarujie-xi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-16T00:07:11.429674+00:00</news:publication_date><news:title>FormalAnalyticGeoはニューラル・シンボリックパイプラインを通じて多モーダル解析幾何学問題を生成する</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/12217-yu-sa-kaantirez-ds4tounsloth-ggufno2hitsutoliang-zi-hua-tenobi-jiao-worikuesuto/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-15T23:30:55.274931+00:00</news:publication_date><news:title>ユーザーがAntirez DS4とUnsloth GGUFの2ビット量子化での比較をリクエスト</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/12218-de-nouveaux-modeles-dont-tencent-hy3-tiennent-sur-un-dgx-spark-double/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-15T23:22:50.760305+00:00</news:publication_date><news:title>De nouveaux modèles, dont Tencent Hy3, tiennent sur un DGX Spark double</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/12218-tencent-hy3wohan-muxin-moterukateyuarudgx-sparknishou-maru/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-15T23:22:50.760305+00:00</news:publication_date><news:title>Tencent Hy3を含む新モデルがデュアルDGX Sparkに収まる</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/12182-pluralis-researchka14tai-noxiao-fei-zhe-xiang-kemacterlhosutotore-ninkuwoshi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-15T23:05:29.323742+00:00</news:publication_date><news:title>Pluralis Researchが14台の消費者向けMacでRLポストトレーニングを実行</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ar/article/12182-pluralis-research-tshgwl-tdryban-lhqan-blt-zyz-lm-zz-l-14-jhz-mac-llmsthlkyn/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-15T23:05:29.323742+00:00</news:publication_date><news:title>Pluralis Research تشغّل تدريبًا لاحقًا بالتعزيز المعزز على 14 جهاز Mac للمستهلكين</news:title></news:news></url>
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<url><loc>https://korshunov.ai/en/article/12182-pluralis-research-runs-rl-post-training-on-14-consumer-macs/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-15T23:05:29.323742+00:00</news:publication_date><news:title>Pluralis Research runs RL post-training on 14 consumer Macs</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/12215-thinking-machines-de-inkling-zai-suo-you-kai-yuan-quan-zhong-mo-xing-zhong-pai-5/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-15T22:32:46.991992+00:00</news:publication_date><news:title>Thinking Machines 的 Inkling 在所有开源权重模型中排名第 5</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ar/article/12215-nklng-mn-thynkyng-mshynz-thtl-lmrtb-lkhms-byn-jmy-lnmdhj-dht-lwzn-lmftwh/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-15T22:32:46.991992+00:00</news:publication_date><news:title>إنكلنغ من ثينكينغ ماشينز تحتل المرتبة الخامسة بين جميع النماذج ذات الأوزان المفتوحة</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/12215-thinking-machinesnoinklingkasuhetenoo-hunueitomoterunozhong-te5wei-nirankuin/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-15T22:32:46.991992+00:00</news:publication_date><news:title>Thinking MachinesのInklingがすべてのオープンウェイトモデルの中で5位にランクイン</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/12216-xai-zai-apache-2-0-xu-ke-xia-kai-yuan-grok-build/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-15T22:27:00.105788+00:00</news:publication_date><news:title>xAI 在 Apache 2.0 许可下开源 Grok Build</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/12214-llama-cpp-b10032kacuda-ggml-op-lightning-indexerwozhui-jia/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-15T22:21:48.347098+00:00</news:publication_date><news:title>llama.cpp b10032がCUDA GGML_OP_LIGHTNING_INDEXERを追加</news:title></news:news></url>
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