Yangqiaoyu Zhou — accepted AI-conference papers

2025

Literature Meets Data: A Synergistic Approach to Hypothesis Generation

Haokun Liu, Yangqiaoyu Zhou, Mingxuan Li, Chenfei Yuan, Chenhao Tan

ACL 2025long

AI holds promise for transforming scientific processes, including hypothesis generation. Prior work on hypothesis generation can be broadly categorized into theory-driven and data-driven approaches. While both have proven effective in generating novel and plausible hypotheses, it remains an open que…

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2023

FLamE: Few-shot Learning from Natural Language Explanations

Yangqiaoyu Zhou, Yiming Zhang, Chenhao Tan

ACL 2023long

Natural language explanations have the potential to provide rich information that in principle guides model reasoning. Yet, recent work by Lampinen et al. has shown limited utility of natural language explanations in improving classification. To effectively learn from explanations, we present FLamE,…

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