Gated Transformer for Robust De-noised Sequence-to-Sequence Modelling

1 code implementation • Findings (EMNLP) 2021 • Ayan Sengupta, Amit Kumar, Sourabh Kumar Bhattacharjee, Suman Roy

Experimental results show that our gated architecture with pre-trained language models perform significantly better that the non-gated counterparts and other state-of-the-art error correction models in correcting spelling and grammatical errors.

Decoder Machine Translation +1

An Embedding-based Joint Sentiment-Topic Model for Short Texts

no code implementations • 26 Mar 2021 • Ayan Sengupta, William Scott Paka, Suman Roy, Gaurav Ranjan, Tanmoy Chakraborty

Many companies need to extract meaningful information (which may include thematic content as well as semantic polarity) out of such short texts to understand users' behaviour.