material ID: logiqa

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Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text

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Publication: TIPSTER (2022)

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AbstractLogical reasoning of text requires identifying critical logical structures in the text and performing inference over them. Existing methods for logical reasoning mainly focus on contextual semantics of text while …...

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Modeling Hierarchical Reasoning Chains by Linking Discourse Units and Key Phrases for Reading Comprehension

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AbstractMachine reading comprehension (MRC) poses new challenges to logical reasoning, which aims to understand the implicit logical relations entailed in the given contexts and perform inference over them. Due to …...

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

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Publication: TIPSTER (2023)

DOI: nan

AbstractLogical reasoning over text is an important ability that requires understanding the semantics of the text and reasoning through them to arrive at correct inferences. Prior works on pretraining language …...

38515