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 # Mixture of Attentions for Speculative Decoding
 
-This is checkpoints obtained from "[Mixture of Attentions For Speculative Decoding](https://arxiv.org/abs/2410.03804)" by Matthieu Zimmer*, Milan Gritta*, Gerasimos Lampouras, Haitham Bou Ammar, and Jun Wang. 
+This checkpoint was obtained from "[Mixture of Attentions For Speculative Decoding](https://arxiv.org/abs/2410.03804)" by Matthieu Zimmer*, Milan Gritta*, Gerasimos Lampouras, Haitham Bou Ammar, and Jun Wang. 
 The paper introduces a novel architecture for speculative decoding that enhances the speed of large language model (LLM) inference.
 
 It is supported in vLLM see our [Github repository](https://github.com/huawei-noah/HEBO/tree/mixture-of-attentions/).