Ameya Godbole

Benchmarking Long-tail Generalization with Likelihood Splits

2022 · arXiv (Cornell University)

In order to reliably process natural language, NLP systems must generalize to the long tail of rare utterances. We propose a method to create challenging benchmarks that require generalizing to the tail of the distribution …

Case-based Reasoning for Natural Language Queries over Knowledge Bases

2021 · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing

Rajarshi Das, Manzil Zaheer, Dung Thai, Ameya Godbole, Ethan Perez, Jay Yoon Lee, Lizhen Tan, Lazaros Polymenakos, Andrew McCallum. Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing. 2021.