Daniela Fernandes

but none the wiser: The disconnect between performance and metacognition

Confident, Not Wiser: The Dunning-Kruger Effect in Human-AI Interaction

This study compares Human alone and Human+AI performance on reasoning tasks, for which the AI model is benchmarked on the same items, and distinguishes performance augmentation from metacognitive augmentation and motivate interfaces that support verification, communicate task-specific AI model performance, and help use...

Beyond"ChatGPT Can Make Mistakes": Designing Interventions to Support Metacognitive Monitoring in AI-Assisted Work

A shared vocabulary, a design space, and evidence that measured monitoring and task performance are separable design targets are contributed, suggesting that measured monitoring and task performance are separable design targets.

Available but Unclaimed: An Empirical Study of Human-AI Synergy

Evaluating LLMs in interaction with humans and designing support for selective deference that preserves independent reasoning motivate evaluating LLMs in interaction with humans.