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常见问题解答

普通用户会受到什么影响？

对于终端用户而言，最直观的变化体现在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.

这项技术的商业化前景如何？

从目前的市场反馈和投资趋势来看，更令人惊讶的是，Gemma 4 E2B和E4B虽然总参数量分别达到51亿和80亿，但借助逐层嵌入技术，实际激活的有效参数仅为23亿和45亿，大幅降低了在移动设备和笔记本电脑上的运行门槛。