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AbstractLexical embeddings can serve as useful representations for words for a variety of NLP tasks, but learning embeddings for phrases can be challenging. While separate embeddings are learned for each …...

We present a novel method for jointly learning compositional and non- compositional phrase embeddings by adaptively weighting both types of em- beddings using a compositionality scoring function. The scoring function …...

AbstractWe present SAPPHIRE, a Simple Aligner for Phrasal Paraphrase with HIerarchical REpresentation. Monolingual phrase alignment is a fundamental problem in natural language understanding and also a crucial technique in various …...