Sycophancy bias makes LLM code-smell detectors highly prompt-sensitive (DFR up to 72%, FAR >90%); evidence-first EGDP prompting reduces flips to ~12–26% and restores F1.
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Mitigating LLM Sycophancy in Code Smell Detection Using Evidence-Guided Reasoning Prompts
Sycophancy bias makes LLM code-smell detectors highly prompt-sensitive (DFR up to 72%, FAR >90%); evidence-first EGDP prompting reduces flips to ~12–26% and restores F1.