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<url><loc>https://korshunov.ai/zh-hans/article/11565-yan-jiu-fen-xi-liao-qi-chong-mo-xing-zhong-clibian-ma-dai-li-de-shi-bai-gui-ji/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>研究分析了七种模型中CLI编码代理的失败轨迹</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11565-study-analyzes-cli-coding-agent-failure-trajectories-across-seven-models/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>Study analyzes CLI coding agent failure trajectories across seven models</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11565-issledovanie-analiziruet-traektorii-oshibok-cli-agentov-dlia-programmirovaniia/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>Исследование анализирует траектории ошибок CLI-агентов для программирования на семи моделях</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11565-estudio-analiza-trayectorias-de-fallo-de-agentes-de-codificacion-cli-en-siete/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>Estudio analiza trayectorias de fallo de agentes de codificación CLI en siete modelos</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11565-estudo-analisa-trajetorias-de-falha-de-agentes-de-codificacao-cli-em-sete/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>Estudo analisa trajetórias de falha de agentes de codificação CLI em sete modelos</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11565-adhyyn-saat-monddlon-men-cli-kodding-ejentt-kii-viphltaa-ttraijekttrii-kaa-krtaa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>अध्ययन सात मॉडलों में CLI कोडिंग एजेंट की विफलता ट्रैजेक्ट्री का विश्लेषण करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11565-7tsunomoteruniwatarucliko-teinkue-shientonoshi-bai-gui-ji-wofen-xi-shitayan-jiu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>7つのモデルにわたるCLIコーディングエージェントの失敗軌跡を分析した研究</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11565-7gae-modele-geolcin-cli-koding-eijeonteu-silpae-gwejeog-bunseog-yeongu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>7개 모델에 걸친 CLI 코딩 에이전트 실패 궤적 분석 연구</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11565-etude-analysant-les-trajectoires-d-echec-des-agents-de-codage-cli-sur-sept/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>Étude analysant les trajectoires d'échec des agents de codage CLI sur sept modèles</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11565-studi-menganalisis-lintasan-kegagalan-agen-koding-cli-di-tujuh-model/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>Studi menganalisis lintasan kegagalan agen koding CLI di tujuh model</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11565-drs-thll-msrt-fshl-wkl-lbrmj-br-str-lwmr-l-sb-nmdhj/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T15:34:16.099726+00:00</news:publication_date><news:title>دراسة تحلل مسارات فشل وكلاء البرمجة عبر سطر الأوامر على سبع نماذج</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11564-bian-yuan-vlmtui-li-zhong-shu-chu-ci-yuan-shu-liang-er-fei-shi-jue-chu-li-zhu/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>边缘VLM推理中，输出词元数量而非视觉处理主导能耗</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11564-output-token-count-not-visual-processing-dominates-energy-in-edge-vlm-inference/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>Output token count, not visual processing, dominates energy in edge VLM inference</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11564-kolichestvo-vykhodnykh-tokenov-a-ne-vizualnaia-obrabotka-opredeliaet-pri-vyvode/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>Количество выходных токенов, а не визуальная обработка, определяет энергопотребление при выводе VLM на периферии</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11564-el-conteo-de-tokens-de-salida-no-el-procesamiento-visual-domina-la-energia-en-la/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>El conteo de tokens de salida, no el procesamiento visual, domina la energía en la inferencia de VLM en el borde</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11564-contagem-de-tokens-de-saida-nao-processamento-visual-domina-o-consumo-energetico/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>Contagem de tokens de saída, não processamento visual, domina o consumo energético na inferência de VLMs em dispositivos de borda</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11564-aauttputt-ttokn-gnnnaa-drshy-prsnskrnn-nhiin-ej-vlm-nisspaadn-men-uurjaa-ko-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>आउटपुट टोकन गणना, दृश्य प्रसंस्करण नहीं, एज VLM निष्पादन में ऊर्जा को प्रमुखता देता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11564-etsushivlmtui-lun-niokerueneruki-nozhi-pei-de-yao-yin-hashi-jue-chu-li-li-to/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>エッジVLM推論におけるエネルギーの支配的要因は視覚処理ではなく出力トークン数</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11564-eji-vlm-curoneseo-eneojiyi-judoen-yoineun-sigag-ceoriga-anin-culryeog-tokeun-su/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>에지 VLM 추론에서 에너지의 주된 요인은 시각 처리가 아닌 출력 토큰 수</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11564-le-nombre-de-tokens-de-sortie-et-non-le-traitement-visuel-domine-l-energie-dans/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>Le nombre de tokens de sortie, et non le traitement visuel, domine l'énergie dans l'inférence VLM edge</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11564-jumlah-token-keluaran-bukan-pemrosesan-visual-mendominasi-energi-dalam-inferensi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>Jumlah token keluaran, bukan pemrosesan visual, mendominasi energi dalam inferensi VLM edge</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11564-dd-rmwz-lkhrj-wlys-lm-lj-lbsry-hw-l-ml-lmhymn-l-sthlk-ltq-fy-stdll-vlm-l-lhf/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T15:27:41.216794+00:00</news:publication_date><news:title>عدد رموز الإخراج، وليس المعالجة البصرية، هو العامل المهيمن على استهلاك الطاقة في استدلال VLM على الحافة</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11563-sageagent-reduces-multimodal-survival-prediction-burden-by-55/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent reduces multimodal survival prediction burden by 55%</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11563-sageagent-snizhaet-nagruzku-na-multimodalnoe-prognozirovanie-vyzhivaemosti-na-55/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent снижает нагрузку на мультимодальное прогнозирование выживаемости на 55%</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11563-sageagent-reduce-la-carga-de-la-prediccion-de-supervivencia-multimodal-en-un-55/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent reduce la carga de la predicción de supervivencia multimodal en un 55%</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11563-sageagentjiang-duo-mo-tai-sheng-cun-yu-ce-fu-dan-jiang-di-55/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent将多模态生存预测负担降低55%</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11563-sageagent-reduz-a-carga-da-previsao-de-sobrevivencia-multimodal-em-55/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent reduz a carga da previsão de sobrevivência multimodal em 55%</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11563-sageagent-bhuaayaamii-astitv-puurvaanumaan-ke-bojh-ko-55-km-krtaa-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent बहुआयामी अस्तित्व पूर्वानुमान के बोझ को 55% कम करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11563-sageagentkamaruchimo-tarusheng-cun-yu-ce-nofu-dan-wo55-xue-jian/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgentがマルチモーダル生存予測の負担を55%削減</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11563-sageagent-dajung-modal-saengjon-yeceug-budam-55-gamso/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent, 다중 모달 생존 예측 부담 55% 감소</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11563-sageagent-reduit-de-55-la-charge-de-la-prediction-de-survie-multimodale/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent réduit de 55 % la charge de la prédiction de survie multimodale</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ar/article/11563-sageagent-yqll-b-lbq-l-qyd-lhy-mt-dd-lwsyt-bnsb-55/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T15:12:00.794848+00:00</news:publication_date><news:title>SAGEAgent يقلل عبء البقاء على قيد الحياة متعدد الوسائط بنسبة 55%</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11562-alice-unifies-vision-and-slide-level-expertise-via-agglomerative-distillation/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T15:04:03.505662+00:00</news:publication_date><news:title>ALICE unifies vision and slide-level expertise via agglomerative distillation</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11562-alice-obediniaet-zritelnoe-vospriiatie-i-ekspertizu-na-urovne-slaidov/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T15:04:03.505662+00:00</news:publication_date><news:title>ALICE объединяет зрительное восприятие и экспертизу на уровне слайдов посредством агломеративной дистилляции</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11562-alice-unifica-la-vision-y-la-experiencia-a-nivel-de-diapositiva-mediante/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T15:04:03.505662+00:00</news:publication_date><news:title>ALICE unifica la visión y la experiencia a nivel de diapositiva mediante destilación aglomerativa</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11562-alice-tong-guo-ning-ju-zheng-liu-tong-yi-shi-jue-yu-huan-deng-pian-ji-zhuan-ye/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T15:04:03.505662+00:00</news:publication_date><news:title>ALICE 通过凝聚蒸馏统一视觉与幻灯片级专业知识</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11562-alice-unifica-visao-e-especializacao-em-nivel-de-slide-por-meio-de-destilacao/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T15:04:03.505662+00:00</news:publication_date><news:title>ALICE unifica visão e especialização em nível de slide por meio de destilação aglomerativa</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11562-alice-eglomrettiv-ddisttileshn-ke-jrie-drsstti-aur-slaaidd-str-vishessjnytaa-ko/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T15:04:03.505662+00:00</news:publication_date><news:title>ALICE एग्लोमरेटिव डिस्टिलेशन के जरिए दृष्टि और स्लाइड-स्तर विशेषज्ञता को एकत्रित करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11562-alicehaning-ji-xing-zheng-liu-niyorishi-jue-tosuraitoreherunozhuan-men-zhi-shi/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T15:04:03.505662+00:00</news:publication_date><news:title>ALICEは凝集型蒸留により視覚とスライドレベルの専門知識を統合する</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ja/article/11596-cocot-eegteko-teinkunotamenodui-zhao-de-shi-qian-xue-xi-maruchisuke-rudie-miip/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T14:33:48.413681+00:00</news:publication_date><news:title>CoCoT: EEGデコーディングのための対照的事前学習マルチスケール畳み込みトランスフォーマー</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11596-cocot-eeg-dikodingeul-wihan-daejojeog-sajeon-hagseub-dajung-seukeil/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T14:33:48.413681+00:00</news:publication_date><news:title>CoCoT: EEG 디코딩을 위한 대조적 사전 학습 다중 스케일 컨볼루션 트랜스포머</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/11591-samokorrektsiia-napravliaemaia-detektorom-povyshaet-tochnost-podscheta-vlm-na/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>Самокоррекция, направляемая детектором, повышает точность подсчёта VLM на 15,6 балла</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11591-jian-ce-qi-yin-dao-de-zi-xiao-zheng-jiang-vlmji-shu-zhun-que-lu-ti-gao-duo-da-15/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>检测器引导的自校正将VLM计数准确率提高多达15.6分</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11591-autocorrecao-guiada-por-detector-melhora-a-precisao-de-contagem-de-vlms-em-ate/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>Autocorreção guiada por detector melhora a precisão de contagem de VLMs em até 15,6 pontos</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11591-ddittekttr-gaaiddedd-selph-krekshn-vlm-kaauntting-sttiiktaa-ko-15-6-ank-tk-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>डिटेक्टर-गाइडेड सेल्फ-करेक्शन VLM काउंटिंग सटीकता को 15.6 अंक तक बढ़ाता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11591-jian-chu-qi-you-dao-zi-ji-xiu-zheng-niyorivlmnoji-shu-jing-du-kazui-da-15-shang/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>検出器誘導自己修正によりVLMの計数精度が最大15.6ポイント向上</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11591-geomculgi-yudo-jagi-sujeongeuro-vlmyi-gaesu-segi-jeonghwagdoga-coedae-15/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>검출기 유도 자기 수정으로 VLM의 개수 세기 정확도가 최대 15.6포인트 향상</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11591-l-auto-correction-guidee-par-detecteur-ameliore-la-precision-de-comptage-des-vlm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>L'auto-correction guidée par détecteur améliore la précision de comptage des VLM jusqu'à 15,6 points</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11591-koreksi-diri-terpandu-detektor-meningkatkan-akurasi-penghitungan-vlm-hingga-156/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>Koreksi diri terpandu detektor meningkatkan akurasi penghitungan VLM hingga 15,6 poin</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11591-tshyh-ldht-lmwjh-blkshf-yhsn-dq-d-lnmdhj-llgwy-lbsry-vlm-bnsb-tsl-l-15-6-nqt/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T14:25:52.903355+00:00</news:publication_date><news:title>تصحيح الذات الموجه بالكاشف يحسن دقة عد النماذج اللغوية البصرية (VLM) بنسبة تصل إلى 15.6 نقطة</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11667-user-seeks-vllm-config-for-qwen-2-5-27b-to-fix-fp8-performance-drop/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>User seeks VLLM config for Qwen 2.5-27B to fix FP8 performance drop</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11667-un-usuario-busca-configuracion-de-vllm-para-qwen-2-5-27b-para-corregir-la-caida/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>Un usuario busca configuración de VLLM para Qwen 2.5-27B para corregir la caída de rendimiento FP8</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11667-polzovatel-ishchet-konfiguratsiiu-vllm-dlia-qwen-2-5-27b-dlia-ustraneniia-fp8/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>Пользователь ищет конфигурацию vLLM для Qwen 2.5-27B для устранения падения производительности FP8</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11667-yong-hu-xun-qiu-qwen-2-5-27b-de-vllm-pei-zhi-yi-xiu-fu-fp8-xing-neng-xia-jiang/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>用户寻求 Qwen 2.5-27B 的 vLLM 配置以修复 FP8 性能下降</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11667-usuario-busca-configuracao-do-vllm-para-qwen-2-5-27b-para-corrigir-a-queda-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>Usuário busca configuração do VLLM para Qwen 2.5-27B para corrigir a queda de desempenho FP8</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11667-upyogkrtaa-fp8-prdrshn-men-giraavtt-ko-tthiik-krne-ke-lie-qwen-2-5-27b-ke-lie-kr/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>उपयोगकर्ता FP8 प्रदर्शन में गिरावट को ठीक करने के लिए Qwen 2.5-27B के लिए VLLM कॉन्फ़िगरेशन की तलाश कर रहा है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11667-qwen-2-5-27bnofp8hahuo-mansudi-xia-woxiu-zheng-surutamenovllmshe-ding-woqiu-sa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>Qwen 2.5-27BのFP8パフォーマンス低下を修正するためのVLLM設定を求めるユーザー</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11667-fp8-seongneung-jeohareul-sujeonghagi-wihan-qwen-2-5-27byong-vllm-guseongeul/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>FP8 성능 저하를 수정하기 위한 Qwen 2.5-27B용 VLLM 구성을 찾는 사용자</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11667-un-utilisateur-cherche-une-configuration-vllm-pour-qwen-2-5-27b-afin-de-corriger/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>Un utilisateur cherche une configuration VLLM pour Qwen 2.5-27B afin de corriger la baisse de performance FP8</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11667-pengguna-mencari-konfigurasi-vllm-untuk-qwen-2-5-27b-guna-memperbaiki-penurunan/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>Pengguna mencari konfigurasi VLLM untuk Qwen 2.5-27B guna memperbaiki penurunan kinerja FP8</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11667-mstkhdm-ybhth-n-tkwyn-vllm-l-qwen-2-5-27b-lslh-nkhfd-d-fp8/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T14:17:24.022166+00:00</news:publication_date><news:title>مستخدم يبحث عن تكوين VLLM لـ Qwen 2.5-27B لإصلاح انخفاض أداء FP8</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11590-graaph-regulraaijdd-rtrmc-km-raink-maittriks-puurnntaa-ko-behtr-bnaataa-hai/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>ग्राफ-रेगुलराइज्ड RTRMC कम रैंक मैट्रिक्स पूर्णता को बेहतर बनाता है</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ko/article/11590-geuraepeu-jeonggyuhwadoen-rtrmcga-jeoraengkeu-haengryeol-wanryoreul-gaeseon/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>그래프 정규화된 RTRMC가 저랭크 행렬 완료를 개선</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11590-le-rtrmc-regularise-par-graphe-ameliore-la-completion-de-matrices-a-faible-rang/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>Le RTRMC régularisé par graphe améliore la complétion de matrices à faible rang</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11590-rtrmc-yang-diregularisasi-graf-meningkatkan-pelengkapan-matriks-rendah-rank/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>RTRMC yang Diregularisasi Graf Meningkatkan Pelengkapan Matriks Rendah-Rank</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11590-thsyn-kml-lmsfwft-mnkhfd-lrtb-bstkhdm-rtrmc-lmntzm-bynyan/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>تحسين إكمال المصفوفات منخفضة الرتبة باستخدام RTRMC المنتظم بيانياً</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11590-tu-zheng-ze-hua-rtrmcti-sheng-di-zhi-ju-zhen-bu-quan/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>图正则化RTRMC提升低秩矩阵补全</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11590-graph-regularized-rtrmc-improves-low-rank-matrix-completion/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>Graph-Regularized RTRMC improves low-rank matrix completion</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11590-grafovaia-reguliarizatsiia-rtrmc-uluchshaet-nizkorangovoe-vosstanovlenie-matrits/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T14:11:27.950267+00:00</news:publication_date><news:title>Графовая регуляризация RTRMC улучшает низкоранговое восстановление матриц</news:title></news:news></url>
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<url><loc>https://korshunov.ai/fr/article/11539-spam-utilise-la-cartographie-d-activation-phonologique-pour-la-segmentation-et/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T08:07:33.294666+00:00</news:publication_date><news:title>SPAM utilise la cartographie d'activation phonologique pour la segmentation et la reconnaissance des phones</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/11537-agentkgv-ispolzuet-dvukhetapnoe-obuchenie-dlia-uluchsheniia-proverki-faktov-v-kg/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T07:55:12.237280+00:00</news:publication_date><news:title>AgentKGV использует двухэтапное обучение для улучшения проверки фактов в KG и сокращения количества поисковых запросов</news:title></news:news></url>
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<url><loc>https://korshunov.ai/zh-hans/article/11537-agentkgvshi-yong-liang-jie-duan-xun-lian-lai-gai-jin-kgshi-shi-yan-zheng-bing/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T07:55:12.237280+00:00</news:publication_date><news:title>AgentKGV使用两阶段训练来改进KG事实验证并减少搜索调用</news:title></news:news></url>
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<url><loc>https://korshunov.ai/hi/article/11537-agentkgv-kg-tthy-styaapn-ko-behtr-bnaane-aur-khoj-konl-km-krne-ke-lie-do-crnniiy/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T07:55:12.237280+00:00</news:publication_date><news:title>AgentKGV KG तथ्य सत्यापन को बेहतर बनाने और खोज कॉल कम करने के लिए दो-चरणीय प्रशिक्षण का उपयोग करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11537-agentkgvhaer-duan-jie-tore-ninkuniyorikgshi-shi-jian-zheng-wogai-shan-shi-jian/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T07:55:12.237280+00:00</news:publication_date><news:title>AgentKGVは二段階トレーニングによりKG事実検証を改善し、検索呼び出しを削減</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11537-agentkgvneun-du-dangye-hagseubeul-tonghae-kg-sasil-geomjeung-gaeseon-mic-hocul/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T07:55:12.237280+00:00</news:publication_date><news:title>AgentKGV는 두 단계 학습을 통해 KG 사실 검증 개선 및 검색 호출 감소</news:title></news:news></url>
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<url><loc>https://korshunov.ai/es/article/11519-ttt-auto-guiado-selecciona-fragmentos-de-evidencia-para-mejorar-la-precision-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>TTT auto-guiado selecciona fragmentos de evidencia para mejorar la precisión de LLM de contexto largo</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11519-zi-yin-dao-ttt-xuan-ze-zheng-ju-pian-duan-yi-ti-gao-chang-shang-xia-wen-llm-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>自引导 TTT 选择证据片段以提高长上下文 LLM 的准确性</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11519-ttt-auto-guiado-seleciona-trechos-de-evidencia-para-melhorar-a-precisao-de-llms/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>TTT auto-guiado seleciona trechos de evidência para melhorar a precisão de LLMs de contexto longo</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11519-sv-maargdrshit-ttt-lnbe-sndrbh-vaale-llm-kii-sttiiktaa-bddhaane-ke-lie-sbuut-kaa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>स्व-मार्गदर्शित TTT लंबे-संदर्भ वाले LLM की सटीकता बढ़ाने के लिए सबूत स्पैन का चयन करता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11519-self-guided-tttkazheng-ju-suhanwoxuan-ze-shi-chang-wen-mo-llmnojing-du-woxiang/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>Self-Guided TTTが証拠スパンを選択し、長文脈LLMの精度を向上</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11519-self-guided-tttga-jeunggeo-gumuneul-seontaeghayeo-gin-keontegseuteu-llm/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>Self-Guided TTT가 증거 구문을 선택하여 긴 컨텍스트 LLM 정확도 향상</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11519-self-guided-ttt-selectionne-des-segments-de-preuve-pour-ameliorer-la-precision-a/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>Self-Guided TTT sélectionne des segments de preuve pour améliorer la précision des LLM à long contexte</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11519-self-guided-ttt-memilih-rentang-bukti-untuk-meningkatkan-akurasi-llm-konteks/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>Self-Guided TTT memilih rentang bukti untuk meningkatkan akurasi LLM konteks panjang</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11519-ykhtr-ttt-lmwjh-dhtyan-mqt-ldl-lthsyn-dq-nmdhj-llgt-lkbyr-dht-lsyq-ltwyl/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T05:13:07.266994+00:00</news:publication_date><news:title>يختار TTT الموجه ذاتياً مقاطع الأدلة لتحسين دقة نماذج اللغات الكبيرة ذات السياق الطويل</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11518-deutsche-telekom-releases-soofi-s-30b-a3b-an-open-source-moe-hybrid-mamba-model/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom releases Soofi S 30B-A3B, an open-source MoE hybrid Mamba Transformer foundation model</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11518-deutsche-telekom-lanza-soofi-s-30b-a3b-un-modelo-base-moe-hibrido-mamba-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom lanza Soofi S 30B-A3B, un modelo base MoE híbrido Mamba Transformer de código abierto</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11518-deutsche-telekomfa-bu-soofi-s-30b-a3b-yi-kuan-kai-yuan-moehun-he-mamba-chu-mo/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom发布Soofi S 30B-A3B，一款开源MoE混合Mamba Transformer基础模型</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11518-deutsche-telekom-lanca-soofi-s-30b-a3b-um-modelo-base-moe-hibrido-mamba-de/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom lança Soofi S 30B-A3B, um modelo base MoE híbrido Mamba Transformer de código aberto</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11518-deutsche-telekom-ne-soofi-s-30b-a3b-jaarii-kiyaa-ek-opn-sors-moe-haaibridd-mamba/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom ने Soofi S 30B-A3B जारी किया, एक ओपन-सोर्स MoE हाइब्रिड Mamba Transformer फाउंडेशन मॉडल</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11518-toitsuterekomukasoofi-s-30b-a3bworiri-su-o-hunso-sunomoehaihuritsutomamba-pan/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>ドイツテレコムがSoofi S 30B-A3Bをリリース、オープンソースのMoEハイブリッドMamba Transformer基盤モデル</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11518-dogil-telrekom-opeunsoseu-moe-haibeurideu-mamba-transformer-paundeisyeon-model-s/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>독일 텔레콤, 오픈소스 MoE 하이브리드 Mamba Transformer 파운데이션 모델 Soofi S 30B-A3B 출시</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11518-deutsche-telekom-vypustila-soofi-s-30b-a3b-otkrytuiu-gibridnuiu-moe-mamba-model/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom выпустила Soofi S 30B-A3B: открытую гибридную MoE Mamba Transformer базовую модель</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11518-deutsche-telekom-publie-soofi-s-30b-a3b-un-modele-de-base-moe-hybride-mamba-open/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom publie Soofi S 30B-A3B, un modèle de base MoE hybride Mamba Transformer open-source</news:title></news:news></url>
<url><loc>https://korshunov.ai/id/article/11518-deutsche-telekom-merilis-soofi-s-30b-a3b-model-fondasi-moe-hibrida-mamba-sumber/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>id</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>Deutsche Telekom merilis Soofi S 30B-A3B, model fondasi MoE hibrida Mamba Transformer sumber terbuka</news:title></news:news></url>
<url><loc>https://korshunov.ai/ar/article/11518-dwytshh-tylykwm-ttlq-soofi-s-30b-a3b-nmwdhj-ssy-mftwh-lmsdr-mn-nw-moe-hjyn-mamba/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ar</news:language></news:publication><news:publication_date>2026-07-13T05:07:39.138081+00:00</news:publication_date><news:title>دويتشه تيليكوم تطلق Soofi S 30B-A3B، نموذج أساسي مفتوح المصدر من نوع MoE هجين Mamba Transformer</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11517-ce-shi-shi-kuo-zhan-ti-sheng-liao-xiao-xing-vlmde-duo-yu-yan-shi-jue-duo-xuan-ti/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>测试时扩展提升了小型VLM的多语言视觉多选题表现</news:title></news:news></url>
<url><loc>https://korshunov.ai/en/article/11517-test-time-scaling-improves-multilingual-visual-mcq-for-small-vlms/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>Test-time scaling improves multilingual visual MCQ for small VLMs</news:title></news:news></url>
<url><loc>https://korshunov.ai/ru/article/11517-masshtabirovanie-vo-vremia-testirovaniia-uluchshaet-mnogoiazychnye-vizualnye-mcq/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>Масштабирование во время тестирования улучшает многоязычные визуальные MCQ для малых VLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/es/article/11517-el-escalado-en-tiempo-de-prueba-mejora-las-preguntas-de-opcion-multiple-visual/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>es</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>El escalado en tiempo de prueba mejora las preguntas de opción múltiple visual multilingüe para pequeños VLM</news:title></news:news></url>
<url><loc>https://korshunov.ai/pt-br/article/11517-escalacao-em-tempo-de-teste-melhora-mcq-visual-multilingue-para-pequenos-vlms/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>pt</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>Escalação em tempo de teste melhora MCQ visual multilíngue para pequenos VLMs</news:title></news:news></url>
<url><loc>https://korshunov.ai/hi/article/11517-ttestt-ttaaim-skeling-chotte-vlms-ke-lie-bhubhaassii-drshy-mcq-ko-behtr-bnaataa/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>टेस्ट-टाइम स्केलिंग छोटे VLMs के लिए बहुभाषी दृश्य MCQ को बेहतर बनाता है</news:title></news:news></url>
<url><loc>https://korshunov.ai/ja/article/11517-tesutoshi-nosuke-rinkuhaxiao-gui-mo-vlmnoduo-yan-yu-shi-jue-mcqwogai-shan-suru/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ja</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>テスト時のスケーリングは小規模VLMの多言語視覚MCQを改善する</news:title></news:news></url>
<url><loc>https://korshunov.ai/ko/article/11517-teseuteu-taim-seukeilringeun-sogyumo-vlmyi-dagugeo-sigagjeog-mcqreul/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ko</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>테스트 타임 스케일링은 소규모 VLM의 다국어 시각적 MCQ를 개선합니다</news:title></news:news></url>
<url><loc>https://korshunov.ai/fr/article/11517-le-mise-a-l-echelle-au-moment-du-test-ameliore-le-qcm-visuel-multilingue-pour/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>fr</news:language></news:publication><news:publication_date>2026-07-13T04:56:43.083904+00:00</news:publication_date><news:title>Le mise à l'échelle au moment du test améliore le QCM visuel multilingue pour les petits VLM</news:title></news:news></url>
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<url><loc>https://korshunov.ai/ru/article/11516-informatsionnye-poly-v-iazykovykh-modeliakh-zapreshchaiut-neironnyi-kollaps/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>ru</news:language></news:publication><news:publication_date>2026-07-13T04:41:12.827831+00:00</news:publication_date><news:title>Информационные полы в языковых моделях запрещают нейронный коллапс</news:title></news:news></url>
<url><loc>https://korshunov.ai/zh-hans/article/11516-yu-yan-mo-xing-zhong-de-xin-xi-xia-xian-jin-zhi-shen-jing-tan-suo/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>zh-cn</news:language></news:publication><news:publication_date>2026-07-13T04:41:12.827831+00:00</news:publication_date><news:title>语言模型中的信息下限禁止神经坍缩</news:title></news:news></url>
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<url><loc>https://korshunov.ai/hi/article/11516-bhaassaa-monddlon-men-jaankaarii-kii-tlhttii-nyuurl-kolaaps-ko-prtibndhit-krtii/</loc><news:news><news:publication><news:name>korshunov.ai</news:name><news:language>hi</news:language></news:publication><news:publication_date>2026-07-13T04:41:12.827831+00:00</news:publication_date><news:title>भाषा मॉडलों में जानकारी की तलहटी न्यूरल कोलाप्स को प्रतिबंधित करती है</news:title></news:news></url>
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