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About this paper

Yanting Liu, Tao Ji, Changzhi Sun, Yuanbin Wu, Xiaoling Wang

The method extends a language model’s fixed vocabulary with retrieved phrases it can select and consume as single steps, without changing backbone parameters. Phrases are encoded for both input and output. On WikiText-103, it reports MAUVE 25.69 and decoding latency 0.99 seconds, versus 20.47 and 1.10 for GPT-2; latency covers decoding, not end-to-end serving.

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