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Vocabulary-informed Language Encoding
A Multilingual model relies on language encodings to identify input languages because the multilingual model has to distinguish between the input and output languages or among all the languages for cross-lingual tasks.
Leveraging Relaxed Equilibrium by Lazy Transition for Sequence Modeling
In sequence modeling, certain tokens are usually less ambiguous than others, and representations of these tokens require fewer refinements for disambiguation.
Almost Free Semantic Draft for Neural Machine Translation
In this work, to inject global information but also save cost, we present an efficient method to sample and consider a semantic draft as global information from semantic space for decoding with almost free of cost.
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