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20152022
most citedLearn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

215 citations · 297 across the 17 of their papers we have counts for

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Showing 2019Show all

10 papers · 1 filter

cs.CL2019

QASC: A Dataset for Question Answering via Sentence Composition

Tushar Khot, Peter Clark, Michal Guerquin +2

Composing knowledge from multiple pieces of texts is a key challenge in multi-hop question answering. We present a multi-hop reasoning dataset, Question Answering via Sentence Comp…

cs.CL2019

What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering

Tushar Khot, Ashish Sabharwal, Peter Clark

Multi-hop textual question answering requires combining information from multiple sentences. We focus on a natural setting where, unlike typical reading comprehension, only partial…

cs.CL2019

Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text

Bhavana Dalvi Mishra, Niket Tandon, Antoine Bosselut +2

Our goal is to better comprehend procedural text, e.g., a paragraph about photosynthesis, by not only predicting what happens, but why some actions need to happen before others. Ou…

cs.CL2019

WIQA: A dataset for "What if..." reasoning over procedural text

Niket Tandon, Bhavana Dalvi Mishra, Keisuke Sakaguchi +2

We introduce WIQA, the first large-scale dataset of "What if..." questions over procedural text. WIQA contains three parts: a collection of paragraphs each describing a process, e.…

cs.CL2019

QuaRTz: An Open-Domain Dataset of Qualitative Relationship Questions

Oyvind Tafjord, Matt Gardner, Kevin Lin +1

We introduce the first open-domain dataset, called QuaRTz, for reasoning about textual qualitative relationships. QuaRTz contains general qualitative statements, e.g., "A sunscreen…

cs.CL2019

From 'F' to 'A' on the N.Y. Regents Science Exams: An Overview of the Aristo Project

Peter Clark, Oren Etzioni, Daniel Khashabi +11

AI has achieved remarkable mastery over games such as Chess, Go, and Poker, and even Jeopardy, but the rich variety of standardized exams has remained a landmark challenge. Even in…