Chien Hung Chen

Self-Augmented Preference Alignment for Sycophancy Reduction in LLMs

Sycophancy causes models to produce answers that cater to user expectations rather than providing truthful responses. Sycophantic behavior in models can erode user trust by creating a perception of dishonesty or bias. This lack of authenticity may lead users to question the reliability and objectivi