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Have Seen Me Before? Automating Dataset Updates Towards Reliable and Timely Evaluation
The basic idea is to generate unseen and high-quality testing samples based on existing ones to mitigate leakage issues.
Intuitive or Dependent? Investigating LLMs' Behavior Style to Conflicting Prompts
Drawing on cognitive theory, we target the first scenario of decision-making styles where there is no superiority in the conflict and categorize LLMs' preference into dependent, intuitive, and rational/irrational styles.
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