59 citations · 100 across the 12 of their papers we have counts for
3 papers · 1 filter
Generalised Spherical Text Embedding
Souvik Banerjee, Bamdev Mishra, Pratik Jawanpuria +1
This paper aims to provide an unsupervised modelling approach that allows for a more flexible representation of text embeddings. It jointly encodes the words and the paragraphs as…
Learning Geometric Word Meta-Embeddings
Pratik Jawanpuria, N T V Satya Dev, Anoop Kunchukuttan +1
We propose a geometric framework for learning meta-embeddings of words from different embedding sources. Our framework transforms the embeddings into a common latent space, where,…
A Simple Approach to Learning Unsupervised Multilingual Embeddings
Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra
Recent progress on unsupervised learning of cross-lingual embeddings in bilingual setting has given impetus to learning a shared embedding space for several languages without any s…