We introduce 'FactCheck Editor', an advanced text editor designed to automate fact-checking and correct factual inaccuracies. Given the widespread issue of misinformation, often a result of unintentional mistakes by content creators, our tool aims to address this challenge. It supports over 90 languages and utilizes transformer models to assist humans in the labor-intensive process of fact verification. This demonstration showcases a complete workflow that detects text claims in need of verification, generates relevant search engine queries, and retrieves appropriate documents from the web. It employs Natural Language Inference (NLI) to predict the veracity of claims and uses LLMs to summarize the evidence and suggest textual revisions to correct any errors in the text. Additionally, the effectiveness of models used in claim detection and veracity assessment is evaluated across multiple languages.

翻译：我们推出“事实核查编辑器”——一款先进的文本编辑器，旨在自动执行事实核查并纠正事实性错误。鉴于错误信息普遍存在（往往源于内容创作者的无心之失），我们的工具旨在应对这一挑战。该编辑器支持超过90种语言，利用Transformer模型辅助人类完成劳动密集的事实核查流程。本次演示展示了完整的工作流程：检测文本中需要核查的陈述、生成相关搜索引擎查询、从网络检索相关文档，并采用自然语言推理（NLI）预测陈述的真实性，同时使用大语言模型（LLMs）总结证据并提出文本修订建议以纠正错误。此外，我们还跨多种语言评估了用于陈述检测与真实性评估的模型效果。