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cs.IR2025
A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models
Shuliang Liu, Hongyi Liu, Aiwei Liu +7
The widespread deployment of large language models (LLMs) across critical domains has amplified the societal risks posed by algorithmically generated misinformation. Unlike traditi…
cs.IR2025
TreeHop: Efficient Embedding-Level Query Rewriter
Zhonghao Li, Kunpeng Zhang, Jinghuai Ou +2
Retrieval-augmented generation (RAG) systems face significant challenges in multi-hop question answering (MHQA), where complex queries require synthesizing information across multi…