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May, 2022
EASE: 实体感知的对比学习句子嵌入
EASE: Entity-Aware Contrastive Learning of Sentence Embedding
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Sosuke Nishikawa, Ryokan Ri, Ikuya Yamada, Yoshimasa Tsuruoka, Isao Echizen
TL;DR
EASE是一种基于对句子及其相关实体进行对比学习的句子嵌入方法，其利用实体语义作为丰富的训练信号，并提供了跨语言对齐的监督。在单语和多语境下，EASE表现出竞争力或更好的性能，并在多项任务中明显优于基线方法。
Abstract
We present
ease
, a novel method for learning
sentence embeddings
via
contrastive learning
between sentences and their related entities. Th
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