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。

HEIDENHAIN’s family of KGM grid encoders have once again been improved to better meet the needs of CNC-controlled machine users who require accuracy testing. Now the KGM 281 grid encoder is available ...

CLEVELAND—Video encoder developer ATEME today announced it is providing the HEVC encoder for the ATSC 3.0 test station being run by NAB and the Consumer Technology Association (CTA) in Cleveland. The ...