AINeutralarXiv – CS AI · 7h ago6/10
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Human-AI Teaming Through the Lens of Calibration
Researchers examine how statistical calibration—the alignment between predicted confidence and actual accuracy—functions in human-AI collaborative systems. Their findings show that standard prediction combination methods fail to preserve human calibration quality, while delegation-based approaches shift calibration burdens to a meta-model that must accurately identify when each team member excels, a challenge that intensifies when humans access information unavailable to the AI system.