J. Neeraja, Vivek Gupta and Vivek Srikumar
Proceedings of the 2021 Annual Conference of the North American Chapter of the Association for Computational Linguistics, 2021.

Abstract

Reasoning about tabular information presents unique challenges to modern NLP approaches which largely rely on pre-trained contextualized embeddings of text. In this paper, we study these challenges through the problem of tabular natural language inference. We propose easy and effective modifications to how information is presented to a model for this task. We show via systematic experiments that these strategies substantially improve tabular inference performance.

Links

Bib Entry

@inproceedings{neeraja2021incorporating,
  author = {Neeraja, J. and Gupta, Vivek and Srikumar, Vivek},
  title = {{Incorporating External Knowledge to Enhance Tabular Reasoning}},
  booktitle = {Proceedings of the 2021 Annual Conference of the North American Chapter of the Association for Computational Linguistics},
  year = {2021}
}