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.
翻译:我们介绍POTATO,即Portable text annotation tool,这是一个免费、完全开源的标注系统,支持标注许多类型的文本和多模态数据;拥有易于配置的功能,以最大化部署者和标注者的生产力(常见ML/NLP任务的便捷模板,主动学习,键盘快捷键,关键字高亮,工具提示);并支持高度自定义(可编辑的UI,插入预筛选问题,注意力和资格测试)。对两个注释任务的实验表明,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获得。将继续更新。