这项研究跳出了先有传统视觉 backbone，再接语言模型的常规路径，直接从text-only LLM初始化vision encoder。 可一旦任务变成文档阅读、图表理解、细粒度描述、多图关系判断，甚至长视频里的时间定位，模型真正需要保住的，恰恰是那些不该太早被抹平的局部结构、空间关系和时序细节。

MEMPHIS, TN, March 18, 2026 (EZ Newswire) -- As couples look for more authentic and shareable ways to capture their wedding day, Memphis-based Clip Collective, opens new tab is gaining traction ahead ...

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