Papers by JingquanPeng JingquanPeng

    1 papers
    Do not Abstain! Identify and Solve the Uncertainty (2025.acl-long)

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    Challenge: Existing solutions rely on evasive responses when confronting uncertain scenarios.
    Approach: They propose a benchmark to assess LLMs' ability to recognize and address uncertainty . they generate context-aware inquiries that highlight the confusing aspect of the original query .
    Outcome: Experiments with ConfuseBench show that LLMs struggle to identify root cause of uncertainty and solve it.

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