Trustworthy LLMs is a survey and guideline for evaluating large language models alignment. The dimensions of Trustworthiness include reliability, safety, fairness, resistance to misuse, explainability and reasoning, social norm, and robustness. Miscalibration and sycophancy are when an LLM flatters users by reconfirming their misconceptions and stated beliefs.

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