GLOSS: Generative Latent Optimization of Sentence Representations

Context Mover's Distance & Barycenters: Optimal transport of contexts for building representations.

Wasserstein is all you need

We propose a unified framework for building unsupervised representations of individual objects or entities (and their compositions), by associating with each object both a distributional as well as a point estimate (vector embedding). This is made …

SL-FII: Syntactic and Lexical Constraints with Frequency based Iterative Improvement for Disease Mention Recognition in News Headlines