How Reasoning Shapes Social Bias in LLM-Generated Code?
Source
Weifeng Sun, Jieke Shi, Zhou Yang, Yuchen Chen, Hongyan Li, Meng Yan, David Lo
Author
Weifeng Sun, Jieke Shi, Zhou Yang, Yuchen Chen, Hongyan Li, Meng Yan, David Lo
Date
Why it matters
If your product generates code that makes decisions about people, this shows reasoning mode alone neither fixes bias nor preserves quality, and that the reasoning trace is the place to intervene.
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articleChain-of-Models: Cross-Model Auditing for Bias-Robust LLM JudgesQian Wang, Zhanzhi Lou, Zhenheng Tang, Nuo Chen, Bingsheng He
articleDiverse reasoning traces teach LLMs to make better decisionswww.amazon.science