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最亮眼的是 MoE（混合专家）模型的性能提升，达到了6到11倍的加速。有开发者直接吐槽：“如果你把性能提升了2倍，说明你做了聪明的事；如果提升了10倍，说明你之前在做蠢事。”确实，v4 版本对 MoE 模型使用了非常简单的 for 循环处理专家模块，导致计算资源严重闲置。现在团队重写了这部分逻辑，并引入了更通用的自定义 kernel 方案。

Lixplore-cli is a Python CLI tool for researchers. Search papers, filter results, and manage your library from the terminal.