Evaluating the Formal Reasoning Capabilities of Large Language Models through Chomsky Hierarchy

1. 1Understand the Chomsky Hierarchy and its application to formal languages
2. 2Evaluate existing LLMs using the hierarchy to assess their formal reasoning capabilities
3. 3Analyze the results to identify the strengths and weaknesses of SOTA LLMs in grasping structured and hierarchical complexity
4. 4Apply the findings to improve the development of LLMs for automated software engineering

AI researchers and software engineers benefit from this research as it helps understand the limitations and capabilities of LLMs in formal reasoning, which is crucial for automated software engineering

💡 LLMs' formal reasoning capabilities are crucial for advancing automated software engineering, but their ability to grasp structured complexity is unknown

🤖 Can LLMs grasp formal languages? New research evaluates their capabilities using Chomsky Hierarchy