Jia-Xin-Zhang-Song-Yan Liu

SWE-PDB: Teaching LLMs to Leverage Debugging Tools via Agentic Training

Interaction with debugging tools enables large language models (LLMs) to reason over concrete runtime states, rather than relying solely on static analysis of source code. Specifically, with the help of a debugger, an LLM-based agent can observe actual program execution by inspecting intermediate variable states and st...