Jean-Pierre R. Falet

Latent Veracity Inference for Identifying Errors in Stepwise Reasoning

Chain-of-Thought (CoT) reasoning has advanced the capabilities and transparency of language models (LMs); however, reasoning chains can contain inaccurate statements that reduce performance and trustworthiness. To address this, we propose to augment each reasoning step in a CoT with a latent veracit…