LLMs Translate Natural Language to Temporal Logic with Grammar-Based Constraints

This research explores a novel application of Large Language Models (LLMs) by focusing on grammar-forced translation for formal verification and reasoning. The paper's novelty lies in its approach to integrating natural language processing with formal methods, potentially benefiting areas like robotics and system design.

• •The research utilizes LLMs to translate natural language into temporal logic.
• •The translation process incorporates grammar-based constraints.
• •The work has implications for formal verification and reasoning tasks.