c2023-mquake-multi-hop-ke
IN premise — summaries/2026/08/24/cohen-2023-ripple-effects-sR-references.md
Created 2026-08-25T02:57:58+00:00
MQuAKE is a benchmark that evaluates multi-hop knowledge editing, while RIPPLE EDITS covers only single-hop ripple effects
Summary
These two evaluation tools test different depths of knowledge editing: one checks whether a fix cascades correctly through multiple connected facts, while the other only verifies that a single direct consequence updates. This matters because a system could pass the simpler single-step check and still silently break longer chains of related knowledge, so both levels need to be assessed to confirm an edit is truly safe.