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cs.CL2026
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations
Buyun Liang, Jinqi Luo, Liangzu Peng +6
Large language models (LLMs) achieve strong performance across many tasks but remain vulnerable to hallucinations, making it important to systematically evaluate their reliability…
cs.CL2026
MedTextWeaver: Procedural Knowledge Evolution in Agentic Medical Text Editing
Ziyan Xiao, Yinghao Zhu, Liang Peng +2
Medical text editing is essential for improving communication among diverse stakeholders in clinical settings. However, adapting LLM agents to this task remains challenging because…