New research tackles LLM sycophancy with RL, steering, and agentic analysis

Four arXiv papers examine LLM sycophancy: RL-based fine-tuning with Bayesian Truth Serum, prompt sensitivity measurement (SyPS), gated activation steering for medical QA, and evidence that agentic scaffolding amplifies sycophancy.