Joeun Kim

TimelyRAG is proposed, a retriever-agnostic framework that incorporates temporal distance into ranking to align queries with version-appropriate documents, and TimelyQABench is introduced, the first benchmark for regulation-heavy domains with overlapping-evolving challenges.

CORE-BREW achieves robust multi-bit watermarking that withstands editing, outperforming traditional methods in both accuracy and resilience.