Preprint Open access
ReCast: Attribution-Oriented Step Representation Learning for LLM-Based Agent Systems
In LLM-based agent systems, failures can originate from early steps whose effects propagate through subsequent interactions, making their origins difficult to identify. To trace such failures back to their origin, failure attribution has been formulated as the task of identifying the earliest step responsible for the f …