← all papers · overview

Finding The Cracks: Improving Llms Reasoning With Paraphrastic Probing And Consistency Verification

Abstract

Large language models have demonstrated impressive performance across a variety of reasoning tasks. However, their problem-solving ability often declines on more complex tasks due to hallucinations and the accumulation of errors within these intermediate steps. Recent work has introduced the notion of critical tokens--tokens in the reasoning process that exert significant influence on subsequent s

Related papers

Ranked by semantic similarity — how closely each paper's abstract matches this one (100% = near-identical topic).