Tag
FlowTracer is an RL framework that uses attention-induced graphs to trace reasoning flows and assign token-level credit, improving performance on reasoning tasks.
Introduces ReasoningFlow, a framework to capture discourse structures of large language model reasoning traces as directed acyclic graphs, enabling fine-grained analysis of reasoning behaviors like self-reflection and backtracking. Based on manual and automatic annotation of thousands of traces, it reveals structural similarities across models and that most erroneous steps do not contribute to final answers.