2026
From Hypothesis to Premises: LLM-based Backward Logical Reasoning with Selective Symbolic Translation
AAAI 2026technical
Logical reasoning is a core challenge in natural language understanding and a fundamental capability of artificial intelligence, underpinning scientific discovery, mathematical theorem proving, and complex decision-making. Despite the remarkable progress of large language models (LLMs), most current