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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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Xue Zhirong, Designer, Interaction Design, Human-Computer Interaction, Artificial Intelligence, Official Website, Blog, Creator, Author, Engineer, Paper, Product Design, Research, AI, HCI, Design, Learning, Knowledge Base, xuezhirong, UX, Design, Research, AI, HCI, Designer, Engineer, Author, Blog, Papers, Product Design, Study, Learning, User Experience
The Interpretability of Artificial Intelligence and the Impact of Outcome Feedback on Trust: A Comparative Study
A1: According to research, feedback (e.g. result output) is a key factor influencing user trust. It is the most significant and reliable way to increase user trust in AI behavior.
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The Interpretability of Artificial Intelligence and the Impact of Outcome Feedback on Trust: A Comparative Study
剑域风云
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.
在古老的剑域大陆上，有着十柄神剑和五大家族，五大家族之一的吕家后代吕阳在逃避追讨的危机时刻觉醒神剑“桃神剑”，为躲避追杀，他韬光养晦，刻苦修炼，为母报仇，探寻真相，在各大家族势力间争斗斡旋，最终称霸天下十剑，问鼎剑域大陆。
剑域风云
2021 动作,动画,奇幻,冒险,武侠,古装
更新:
2024-08-03 21:58:23
Q3: How does result feedback and model interpretability affect user task performance?
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.
在古老的剑域大陆上，有着十柄神剑和五大家族，五大家族之一的吕家后代吕阳在逃避追讨的危机时刻觉醒神剑“桃神剑”，为躲避追杀，他韬光养晦，刻苦修炼，为母报仇，探寻真相，在各大家族势力间争斗斡旋，最终称霸天下十剑，问鼎剑域大陆。
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Based on large language model generation, there may be a risk of errors.
异人君莫邪
近战法师
2023
To assess trust more accurately, the researchers used behavioral trust (WoA), a measure that takes into account the difference between the user's predictions and the AI's recommendations, and is independent of the model's accuracy. By comparing WoA under different conditions, researchers can analyze the relationship between trust and performance.
虽然是一个超级武者却在学校当体育老师的顾飞，在学生的推荐下玩起了网游，但却错误地选到了法师这个职业，最后成为一个近战暴力法师，踏上一条新的游戏之路。
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.
Based on large language model generation, there may be a risk of errors.
2023
To assess trust more accurately, the researchers used behavioral trust (WoA), a measure that takes into account the difference between the user's predictions and the AI's recommendations, and is independent of the model's accuracy. By comparing WoA under different conditions, researchers can analyze the relationship between trust and performance.
末日荒土，世宗三年，天下大乱，民不聊生。魔门妖党隐于暗处作乱，帮派相互征伐，混乱不堪。大乱之中，各门各派纷纷出世，争夺资源地盘，建立独属于自己的统治。有野心者试图席卷天下，建立王朝，也有大义者，意图挽
Q2: Does explainability necessarily enhance users' trust in AI?
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剑域风云
剑域风云 动作,动画,奇幻,冒险,武侠,古装更新: 2024-08-03
Q3: How does result feedback and model interpretability affect user task performance?
Q3: How does result feedback and model interpretability affect user task performance?
剑域风云
2021 中国大陆
更新: 2024-08-03
主演: 张成杰,陈倩,王远基,蒋华,李丰道,金然,肖梦婷,钟宏宇,李卓然,张艺雯,汪圣鹏
Q3: How does result feedback and model interpretability affect user task performance?
在古老的剑域大陆上，有着十柄神剑和五大家族，五大家族之一的吕家后代吕阳在逃避追讨的危机时刻觉醒神剑“桃神剑”，为躲避追杀，他韬光养晦，刻苦修炼，为母报仇，探寻真相，在各大家族势力间争斗斡旋，最终称霸天下十剑，问鼎剑域大陆。
热搜总榜
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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.
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Xue Zhirong, Designer, Interaction Design, Human-Computer Interaction, Artificial Intelligence, Official Website, Blog, Creator, Author, Engineer, Paper, Product Design, Research, AI, HCI, Design, Learning, Knowledge Base, xuezhirong, UX, Design, Research, AI, HCI, Designer, Engineer, Author, Blog, Papers, Product Design, Study, Learning, User Experience
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The Interpretability of Artificial Intelligence and the Impact of Outcome Feedback on Trust: A Comparative Study | Xue Zhirong's knowledge base
Q3: How does result feedback and model interpretability affect user task performance?
2021 动作,动画,奇幻,冒险,武侠,古装
导演: 不灵不灵,笔落
主演: 张成杰,陈倩,王远基,蒋华,李丰道,金然,肖梦婷,钟宏宇,李卓然,张艺雯,汪圣鹏
在古老的剑域大陆上，有着十柄神剑和五大家族，五大家族之一的吕家后代吕阳在逃避追讨的危机时刻觉醒神剑“桃神剑”，为躲避追杀，他韬光养晦，刻苦修炼，为母报仇，探寻真相，在各大家族势力间争斗斡旋，最终称霸天下十剑，问鼎剑域大陆。
Xue Zhirong, Designer, Interaction Design, Human-Computer Interaction, Artificial Intelligence, Official Website, Blog, Creator, Author, Engineer, Paper, Product Design, Research, AI, HCI, Design, Learning, Knowledge Base, xuezhirong, UX, Design, Research, AI, HCI, Designer, Engineer, Author, Blog, Papers, Product Design, Study, Learning, User Experience
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