POTATO:便携式文本注释工具
POTATO: The Portable Text Annotation Tool
摘要:
我们提出POTATO,便携式文本注释工具,一个免费的,完全开源的注释系统,1)支持标记多种类型的文本和多模态数据; 2)提供易于配置的功能,以最大限度地提高部署者和注释者的生产力(常见ML/NLP任务、主动学习、按键快捷方式、关键字突出显示、工具提示的方便模板);以及3)支持高度定制(可编辑的UI、插入预筛选问题、注意力和资格测试)。两个标注任务的实验表明,POTATO通过其专门设计的生产力功能提高了标注速度,特别是对于长文档和复杂任务。POTATO可在https://github.com/davidjurgens/potato上获得,并将继续更新。
英文摘要:
We present POTATO, the Portable text annotation tool, a free, fully open-sourced annotation system that 1) supports labeling many types of text and multimodal data; 2) offers easy-to-configure features to maximize the productivity of both deployers and annotators (convenient templates for common ML/NLP tasks, active learning, keypress shortcuts, keyword highlights, tooltips); and 3) supports a high degree of customization (editable UI, inserting pre-screening questions, attention and qualification tests). Experiments over two annotation tasks suggest that POTATO improves labeling speed through its specially-designed productivity features, especially for long documents and complex tasks. POTATO is available at https://github.com/davidjurgens/potato and will continue to be updated.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。