Google researchers introduce 'faithful uncertainty' for LLMs

Google researchers introduced 'faithful uncertainty,' a metacognitive technique that aligns a model's response with its internal confidence. This allows LLMs to offer hedged hypotheses like 'My best guess is' instead of defaulting to hallucinations. The approach navigates the tradeoff between eliminating factual errors and suppressing valid answers.