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Ruoxi Xu

3 accepted papers

2025

Large Language Models Often Say One Thing and Do Another

ICLR 2025poster

As large language models (LLMs) increasingly become central to various applications and interact with diverse user populations, ensuring their reliable and consistent performance is becoming more important. This paper explores a critical issue in assessing the reliability of LLMs: the consistency be…

2025

Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning

ACL 2025long

Although large language models (LLMs) excel in knowledge recall and reasoning, their static nature leads to outdated information as the real world evolves or when adapting to domain-specific knowledge, highlighting the need for effective knowledge injection. However, current research on knowledge in…