Elisei Rykov

Text-anchored relational extraction eliminates the costly trade-off between claim verification and token-level error localization, matching state-of-the-art factuality detection at a fraction of the inference overhead.

Tool-augmented LLMs follow incorrect tool outputs 78.4-86.0% of the time, raising critical questions about their reliability in conflict resolution scenarios.