Sieve and Sage: Efficient Distraction Filtering for Reliable RALM Abstention

Jongbin Won, Sung Geun An, Jay-yoon Lee

Just as Socrates recognized the limits of his own knowledge, Retrieval-Augmented Language Models (RALMs) should learn to abstain when the retrieved evidence cannot support a reliab…