Knowledge Graphs are Implicit Reward Models: Path-Derived Signals Enable Compositional Reasoning

Large language models (LLMs) have shown impressive capabilities in structured reasoning tasks, yet their proficiency in compositional multi-hop reasoning remains constrained, particularly in specialized scientific disciplines. This limitation arises ...