Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense Reasoning

Vered Shwartz
Vered Shwartz
Peter West
Peter West
Jena Hwang
Jena Hwang
Antoine Bosselut
Antoine Bosselut

empirical methods in natural language processing, pp. 794-805, 2020.

Cited by: 0|Bibtex|Views14|DOI:https://doi.org/10.18653/V1/2020.EMNLP-MAIN.58
Other Links: arxiv.org|academic.microsoft.com

Abstract:

Abductive and counterfactual reasoning, core abilities of everyday human cognition, require reasoning about what might have happened at time t, while conditioning on multiple contexts from the relative past and future. However, simultaneous incorporation of past and future contexts using generative language models (LMs) can be challenging...More

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