Multi-class Text Classification using BERT-based Active Learning

no code implementations • 27 Apr 2021 • Sumanth Prabhu, Moosa Mohamed, Hemant Misra

Each transaction is accompanied by a text description provided by the customer to describe the products being picked up and delivered which can be used to classify the transaction.

Active Learning General Classification +4

Unsupervised Contextual Paraphrase Generation using Lexical Control and Reinforcement Learning

no code implementations • 23 Mar 2021 • Sonal Garg, Sumanth Prabhu, Hemant Misra, G. Srinivasaraghavan

Given that the agents as well as the customers can have varying levels of literacy, the overall quality of responses provided by the agents tend to be poor if they are not predefined.

Natural Language Inference Paraphrase Generation +4

Exploiting Spectral Augmentation for Code-Switched Spoken Language Identification

no code implementations • 14 Oct 2020 • Pradeep Rangan, Sundeep Teki, Hemant Misra

This task was organized by the Microsoft research team as a spoken LID challenge.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3