Chengkun Cai

Sycophancy emerges early in LLM training and its specific vulnerabilities are largely shaped by post-training, not pretraining, dynamics.

BCL achieves significant and consistent performance boosts in information extraction tasks, leveraging Bayesian updates to refine label representations systematically.