Distributional Energy-Based Models for Uncertainty-Aware Structured LLM Reasoning

Shireen Kudukkil Manchingal, Abhey Kalia, Fernanda Gonçalves +1

When Large Language Models produce structured outputs such as travel plans, code solutions, or multi-step proofs, individual reasoning steps may appear correct while the output as…