Soumya Sanyal

PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Planning

2023 · arXiv (Cornell University)

Procedural planning, which entails decomposing a high-level goal into a sequence of temporally ordered steps, is an important yet intricate task for machines. It involves integrating common-sense knowledge to reason about complex and often contextualized …

APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning

2023

Soumya Sanyal, Yichong Xu, Shuohang Wang, Ziyi Yang, Reid Pryzant, Wenhao Yu, Chenguang Zhu, Xiang Ren. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2023.