FlexType: Flexible Text Input with a Small Set of Input Gestures

Dylan Gaines, Mackenzie M Baker, K. Vertanen
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Abstract

In many situations, it may be impractical or impossible to enter text by selecting precise locations on a physical or touchscreen keyboard. We present an ambiguous keyboard with four character groups that has potential applications for eyes-free text entry, as well as text entry using a single switch or a brain-computer interface. We develop a procedure for optimizing these character groupings based on a disambiguation algorithm that leverages a long-span language model. We produce both alphabetically-constrained and unconstrained character groups in an offline optimization experiment and compare them in a longitudinal user study. Our results did not show a significant difference between the constrained and unconstrained character groups after four hours of practice. As expected, participants had significantly more errors with the unconstrained groups in the first session, suggesting a higher barrier to learning the technique. We therefore recommend the alphabetically-constrained character groups, where participants were able to achieve an average entry rate of 12.0 words per minute with a 2.03% character error rate using a single hand and with no visual feedback.
灵活的文本输入与一个小的输入手势集
在许多情况下,通过在物理键盘或触摸屏键盘上选择精确位置来输入文本可能不切实际或不可能。我们提出了一种具有四个字符组的模糊键盘,它具有潜在的应用于无眼文本输入,以及使用单个开关或脑机接口的文本输入。我们开发了一种基于消歧算法的程序来优化这些字符分组,该算法利用了长跨度语言模型。我们在离线优化实验中生成了字母约束和无约束的字符组,并在纵向用户研究中对它们进行了比较。经过四个小时的练习,我们的结果没有显示出受约束和不受约束字符组之间的显著差异。正如预期的那样,在第一阶段,参与者在不受约束的小组中出现了更多的错误,这表明学习这项技术的障碍更高。因此,我们推荐按字母顺序限制的字符组,参与者可以在没有视觉反馈的情况下单手输入12.0个单词,平均每分钟输入2.03%的字符错误率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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