The paper demonstrates a LangGraph-orchestrated LLM bug-fixing pipeline on two toy Python examples, but provides no benchmark evidence.
Autocoderover: Autonomous program improvement
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Empirical Research on Utilizing LLM-based Agents for Automated Bug Fixing via LangGraph
The paper demonstrates a LangGraph-orchestrated LLM bug-fixing pipeline on two toy Python examples, but provides no benchmark evidence.