Activation Beacon is a plug-and-play module for large language models that allows them to process longer contexts with a limited context window, while preserving their original capabilities. It achieves competitive memory and time efficiency and can be trained efficiently with short-sequence data. Experimental results show improved performance on long-context language modeling and understanding tasks.

https://arxiv.org/abs//2401.03462

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