LLMs need structured frameworks to distinguish between constructive belief revision and blind compliance.
This paper reveals that LLM moral reasoning isn't simply about reducing sycophancy—it's about learning when to accept others' views versus maintaining independent judgment. The researchers found that models update their moral positions based on three factors: how different a new view is from their current stance, who presents it, and whether others support it.