In language-only settings, reasoning traces have improved performance on many tasks, but they require additional compute which adds undesired latency. In multimodal settings, this tradeoff is less clear-cut, for tasks such as image captioning and optical character recognition (OCR), reasoning is often unnecessary and can even be harmful (opens in new tab), while mathematical and scientific problem-solving benefit from multi-step reasoning. Thus, the choice of when to reason or not can be quite nuanced.
Пари на КХЛ — этап плей-офф|раунд 1/8. Четвертая встреча
。钉钉下载是该领域的重要参考
2026年04月02日 19:07:16
Season statistics: 19.7 PPG, 6.7 RPG, 58.2% FG
Даниэль Левиполитолог
乌龟：天啊，幸好我本来就坐着。