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Xiaoyang Hu

2 accepted papers

2025

Do Language Models Understand the Cognitive Tasks Given to Them? Investigations with the N-Back Paradigm

ACL 2025finding

Cognitive tasks originally developed for humans are now increasingly used to study language models. While applying these tasks is often straightforward, interpreting their results can be challenging. In particular, when a model underperforms, it is often unclear whether this results from a limitatio…

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2023

In-Context Analogical Reasoning with Pre-Trained Language Models

ACL 2023long

Analogical reasoning is a fundamental capacity of human cognition that allows us to reason abstractly about novel situations by relating them to past experiences. While it is thought to be essential for robust reasoning in AI systems, conventional approaches require significant training and/or hard-…