DeepMind Researchers Propose Naturalized Execution Tuning (NExT): A Self-Training Machine Learning Method that Drastically Improves the LLM’s Ability to Reason about Code Execution

Understanding and reasoning about program execution is a critical skill for developers, often applied during tasks like debugging and code repair. Traditionally, developers simulate code execution mentally or through debugging tools to identify and fix errors. Despite their sophistication, large language models (LLMs) trained on code have struggled to grasp the deeper, semantic aspects of […]

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