3 papers
cs.CR2026
ShallowJail: Steering Jailbreaks against Large Language Models
Shang Liu, Hanyu Pei, Zeyan Liu
Large Language Models(LLMs) have been successful in numerous fields. Alignment has usually been applied to prevent them from harmful purposes. However, aligned LLMs remain vulnerab…
cs.CR2025
Two Birds with One Stone: Multi-Task Detection and Attribution of LLM-Generated Text
Zixin Rao, Youssef Mohamed, Shang Liu +1
Large Language Models (LLMs), such as GPT-4 and Llama, have demonstrated remarkable abilities in generating natural language. However, they also pose security and integrity challen…
cs.CL2025
LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation
Haitao Li, Yifan Chen, Yiran Hu +7
Retrieval-augmented generation (RAG) has proven highly effective in improving large language models (LLMs) across various domains. However, there is no benchmark specifically desig…