Measuring Bias in Contextualized Word Representations

1 code implementation • WS 2019 • Keita Kurita, Nidhi Vyas, Ayush Pareek, Alan W. black, Yulia Tsvetkov

Contextual word embeddings such as BERT have achieved state of the art performance in numerous NLP tasks.

Word Embeddings

Graph-based Neural Multi-Document Summarization

no code implementations • CONLL 2017 • Michihiro Yasunaga, Rui Zhang, Kshitijh Meelu, Ayush Pareek, Krishnan Srinivasan, Dragomir Radev

We propose a neural multi-document summarization (MDS) system that incorporates sentence relation graphs.

Document Summarization Multi-Document Summarization +1

A method for Automatic Text Summarization using Consensus of Multiple Similarity Measures and Ranking Techniques

no code implementations • WS 2016 • Mukesh Kumar Jadon, Ayush Pareek

Text Summarization