2 papers
cs.CL2026
Detecting Training Data of Large Language Models via Expectation Maximization
Gyuwan Kim, Yang Li, Evangelia Spiliopoulou +2
Membership inference attacks (MIAs) aim to determine whether a specific example was used to train a given language model. While prior work has explored prompt-based attacks such as…
cs.CL2025
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG
Woosang Lim, Zekun Li, Gyuwan Kim +6
Long-context large language models (LC LLMs) combined with retrieval-augmented generation (RAG) hold strong potential for complex multi-hop and large-document tasks. However, exist…