Negative human-AI error correlation is required for robust complementarity under uncertainty about AI quality; current LLMs exhibit positive correlations on forecasting tasks.
Nature Human Behaviour , volume=
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Preregistered behavioral study identifies a speedup illusion where users overestimate time savings from AI assistance on cognitive tasks despite no actual difference in completion times.
Longitudinal poll data from 471 students in AI courses shows a shift toward preferring human intelligence, reaching 65% in technical courses and 90% in design courses by 2026.
citing papers explorer
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Robust Human-AI Complementarity under Uncertainty
Negative human-AI error correlation is required for robust complementarity under uncertainty about AI quality; current LLMs exhibit positive correlations on forecasting tasks.
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Cognitive offloading and the speedup illusion in human-AI interaction
Preregistered behavioral study identifies a speedup illusion where users overestimate time savings from AI assistance on cognitive tasks despite no actual difference in completion times.
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Evidence of a Cognitive Shift in AI Education: How Students Are Rethinking Human Intelligence?
Longitudinal poll data from 471 students in AI courses shows a shift toward preferring human intelligence, reaching 65% in technical courses and 90% in design courses by 2026.