LLM confidence is less sensitive to task difficulty than human confidence and bends to persona stereotypes, and separating confidence prompts from answer prompts (AFCE) improves calibration on hard tasks.
Read the ques- tion, and after considering A’s ability, estimate how many questions A can answer correctly (choose a num- ber from 0-10)
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Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs
LLM confidence is less sensitive to task difficulty than human confidence and bends to persona stereotypes, and separating confidence prompts from answer prompts (AFCE) improves calibration on hard tasks.