Our primary finding is that dynamic resolution vision encoders perform the best and especially well on high-resolution data. It is particularly interesting to compare dynamic resolution with 2048 vs 3600 maximum tokens: the latter roughly corresponds to native HD 720p resolution and enjoys a substantial boost on high-resolution benchmarks, particularly ScreenSpot-Pro. Reinforcing the high-resolution trend, we find that multi-crop with S2 outperforms standard multi-crop despite using fewer visual tokens (i.e., fewer crops overall). The dynamic resolution technique produces the most tokens on average; due to their tiling subroutine, S2-based methods are constrained by the original image resolution and often only use about half the maximum tokens. From these experiments we choose the SigLIP-2 Naflex variant as our vision encoder.
微信可以养龙虾了？腾讯一天甩出三只虾，最后这个大招有点狠
，更多细节参见新收录的资料
"I don't think China wants a world that's dominated by the US, but they don't really want a world where the US is such an unstable actor."
Блогерша показала страшные последствия попадания на кожу яда насекомого19:33
。关于这个话题，新收录的资料提供了深入分析
"It blows my mind because you think 'if you just drive 30 minutes down the road, Lancashire is a major hub of manufacturing that's still going on now, people are producing things here'."。新收录的资料对此有专业解读
В России начнут строже наказывать за нарушение правил пересечения границы20:12