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20162026
most citedFaith and Fate: Limits of Transformers on Compositionality

71 citations · 142 across the 20 of their papers we have counts for

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Showing 2020 · cs.CLShow all

7 papers · 2 filters

cs.CL2020

Moral Stories: Situated Reasoning about Norms, Intents, Actions, and their Consequences

Denis Emelin, Ronan Le Bras, Jena D. Hwang +2

In social settings, much of human behavior is governed by unspoken rules of conduct. For artificial systems to be fully integrated into social environments, adherence to such norms…

cs.CL2020

Edited Media Understanding Frames: Reasoning About the Intent and Implications of Visual Misinformation

Jeff Da, Maxwell Forbes, Rowan Zellers +4

Multimodal disinformation, from 'deepfakes' to simple edits that deceive, is an important societal problem. Yet at the same time, the vast majority of media edits are harmless -- s…

cs.CL2020

Social Chemistry 101: Learning to Reason about Social and Moral Norms

Maxwell Forbes, Jena D. Hwang, Vered Shwartz +2

Social norms -- the unspoken commonsense rules about acceptable social behavior -- are crucial in understanding the underlying causes and intents of people's actions in narratives.…

cs.CL2020

Reflective Decoding: Beyond Unidirectional Generation with Off-the-Shelf Language Models

Peter West, Ximing Lu, Ari Holtzman +3

Publicly available, large pretrained LanguageModels (LMs) generate text with remarkable quality, but only sequentially from left to right. As a result, they are not immediately app…

cs.CL2020

COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs

Jena D. Hwang, Chandra Bhagavatula, Ronan Le Bras +4

Recent years have brought about a renewed interest in commonsense representation and reasoning in the field of natural language understanding. The development of new commonsense kn…

cs.CL2020

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

Lianhui Qin, Vered Shwartz, Peter West +5

Abductive and counterfactual reasoning, core abilities of everyday human cognition, require reasoning about what might have happened at time t, while conditioning on multiple conte…