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cs.HC 1

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2026 1

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UNVERDICTED 1

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Confidence Without Competence in AI-Assisted Knowledge Work

cs.HC · 2026-04-10 · unverdicted · novelty 5.0

Standard LLM chats produce high perceived understanding but low objective learning in students, while future-self explanations best align confidence with actual gains and guided hints maximize learning with moderate workload.

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  • Confidence Without Competence in AI-Assisted Knowledge Work cs.HC · 2026-04-10 · unverdicted · none · ref 13

    Standard LLM chats produce high perceived understanding but low objective learning in students, while future-self explanations best align confidence with actual gains and guided hints maximize learning with moderate workload.