Unverified50% confidenceFactExact time
MoE架构历史可追溯至1991年Jacobs等人的原始论文，Google于2017年将其应用于序列到序列模型并显著提升性能
1
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50%
Confidence
Long-term
Relevance
7/22/2026
First Seen
Sources
Related Claims
VerifiedThe core idea of MoE (Mixture of Experts) can be traced back to the early mixture of experts framework proposed by Jacobs et al. in 1991, and Google's Switch Transformer in 2021 brought it into the era of large-scale language models.75% similarVerifiedThe MoE architecture was first proposed by Jacobs et al. in 1991 and in recent years has been brought back into the mainstream by models such as Google's Switch Transformer and Mixtral.74% similarUnverifiedMoE概念最早由Jacobs等人于1991年提出，谷歌2017年将其规模化至语言模型，Mistral的Mixtral系列将稀疏MoE带入开源社区74% similarVerifiedGoogle systematized the Mixture of Experts architecture design in its 2017 Sparsely-Gated MoE paper.71% similarUnverified谷歌于2017年通过Shazeer等人的Sparsely-Gated MoE论文将MoE规模化至语言模型70% similar
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