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#human-ai-interaction
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Luo et al.：AI“如何提供帮助”与帮助的内容同样有效——Fukai 解读
这是 UC Santa Barbara 的 Luo 等人关于混合主导型 AI“如何提供帮助”的论文。研究以 Rush Hour 谜题为题材，比较了按按钮请求的按需式帮助，与在无操作时间后自动触发的计时器式帮助，结果显示两者成绩几乎相同，但计时器型的做法却让被试对 AI 给出更高评价。论文已被 IUI '26 收录。
Liu et al.: AI Assistance Erodes Persistence — A Warning for Hint Design — Fukai Reads
A paper by Grace Liu and colleagues on how AI assistance affects independent problem-solving and persistence. Across RCTs with 1,222 participants, AI raised in-session performance but, once removed, left people solving less and giving up more. Those who got direct answers declined most while hint-users did not, a result that speaks directly to game hint design.
