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The results show that feedback has a more significant impact on improving users' trust in AI than explainability, but this enhanced trust does not lead to a corresponding performance improvement. Further exploration suggests that feedback induces users to over-trust (i.e., accept the AI's suggestions when it is wrong) or distrust (ignore the AI's suggestions when it is correct), which may negate the benefits of increased trust, leading to a "trust-performance paradox". The researchers call for future research to focus on how to design strategies to ensure that explanations foster appropriate trust to improve the efficiency of human-robot collaboration.
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The researchers found that although it is generally believed that the interpretability of the model can help improve the user's trust in the AI system, in the actual experiment, the global and local interpretability does not lead to a stable and significant trust improvement. Conversely, feedback (i.e., the output of the results) has a more significant effect on increasing user trust in the AI. However, this increased trust does not directly translate into an equivalent improvement in performance.
A3: The study found that the feedback of the results can improve the accuracy of the user's predictions (reducing the absolute error), thereby improving the performance of working with AI. However, interpretability does not have as much impact on user task performance as it does on trust. This may mean that we should pay more attention to how to effectively use feedback mechanisms to improve the usefulness and effectiveness of AI-assisted decision-making.
这是一场在瑰丽奇幻的思量岛上发生的关于阴谋与救赎的故事。从主角镜玄探寻父母逝世真相的事件切入，一步步揭开思量岛上的秘密往事，同时展现了一群年轻人为了各自的人生目标努力蜕变成长、挣脱枷锁的故事。
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2021 动画,奇幻,冒险
更新:
2024-08-03 21:58:23
Q3: How does result feedback and model interpretability affect user task performance?
artificial intelligence
A3: The study found that the feedback of the results can improve the accuracy of the user's predictions (reducing the absolute error), thereby improving the performance of working with AI. However, interpretability does not have as much impact on user task performance as it does on trust. This may mean that we should pay more attention to how to effectively use feedback mechanisms to improve the usefulness and effectiveness of AI-assisted decision-making.
这是一场在瑰丽奇幻的思量岛上发生的关于阴谋与救赎的故事。从主角镜玄探寻父母逝世真相的事件切入，一步步揭开思量岛上的秘密往事，同时展现了一群年轻人为了各自的人生目标努力蜕变成长、挣脱枷锁的故事。
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A2: Although it is generally believed that the explanatory nature of the model helps to improve user trust, the experimental results show that this enhancement is not significant and not as effective as feedback. In specific cases, such as areas of low expertise, some form of interpretation may result in only a modest increase in appropriate trust.
Q3: How does result feedback and model interpretability affect user task performance?
2021 动画,奇幻,冒险
导演: 赵禹晴
主演: 凃雄飞,段艺璇,姜广涛,赵岭,王潇倩,何冠男,周侗,胡正健,刘晓倩,张欣
这是一场在瑰丽奇幻的思量岛上发生的关于阴谋与救赎的故事。从主角镜玄探寻父母逝世真相的事件切入，一步步揭开思量岛上的秘密往事，同时展现了一群年轻人为了各自的人生目标努力蜕变成长、挣脱枷锁的故事。
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