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#randomized experiment

randomized experiment

1 篇论文

A university student compares an AI explanation with handwritten concept notes while an instructor and peers work in a seminar room
期刊论文2026
期刊论文 50

Experimental evidence on the learning impact of generative AI: gains persisted when students used it for explanation rather than automation

Zara Contractor, Germán Reyes

arXiv working paper

A randomized, proctored experiment reported that undergraduate access to off-the-shelf generative AI raised immediate factual and conceptual test performance by 0.27 standard deviations and that the gains persisted one week later. The working paper also finds a consequential usage pattern: students who used AI to explain concepts showed stronger delayed gains than students who used it to automate drafting.

generative AIrandomized experimenthigher education
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AIEDHKAI in Education Hub of Knowledge

AIEDHK 是面向 AI in Education 研究、开发与负责任学习创新的多语言知识枢纽。

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