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12/20/2022
Do language models have coherent mental models of everyday things?
When people think of everyday things like an "egg," they typically have ...
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10/28/2022
Just-DREAM-about-it: Figurative Language Understanding with DREAM-FLUTE
Figurative language (e.g., "he flew like the wind") is challenging to un...
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10/21/2022
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning
Our goal is a question-answering (QA) system that can show how its answe...
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12/16/2021
DREAM: Uncovering Mental Models behind Language Models
To what extent do language models (LMs) build "mental models" of a scene...
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02/05/2021
Think you have Solved Direct-Answer Question Answering? Try ARC-DA, the Direct-Answer AI2 Reasoning Challenge
We present the ARC-DA dataset, a direct-answer ("open response", "freefo...
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12/24/2020
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language
Transformers have been shown to emulate logical deduction over natural l...
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03/31/2020
Procedural Reading Comprehension with Attribute-Aware Context Flow
Procedural texts often describe processes (e.g., photosynthesis and cook...
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09/10/2019
Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text
Our goal is to better comprehend procedural text, e.g., a paragraph abou...
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09/10/2019
WIQA: A dataset for "What if..." reasoning over procedural text
We introduce WIQA, the first large-scale dataset of "What if..." questio...
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09/04/2019
From 'F' to 'A' on the N.Y. Regents Science Exams: An Overview of the Aristo Project
AI has achieved remarkable mastery over games such as Chess, Go, and Pok...
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06/21/2019
Be Consistent! Improving Procedural Text Comprehension using Label Consistency
Our goal is procedural text comprehension, namely tracking how the prope...
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08/29/2018
Reasoning about Actions and State Changes by Injecting Commonsense Knowledge
Comprehending procedural text, e.g., a paragraph describing photosynthes...
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05/17/2018