Emmanuel Vignon

Heavy-tailed Representations, Text Polarity Classification & Data Augmentation

The dominant approaches to text representation in natural language rely on learning embeddings on massive corpora which have convenient properties such as compositionality and distance preservation. In this paper, we develop a novel method to learn a heavy-tailed embedding with desirable regularity…