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.

FactCheck Editor 是一种先进的文本编辑器，旨在自动化事实核查和纠正事实错误。它支持超过 90 种语言，利用 Transformer 模型来协助人类进行劳动密集型的事实验证过程。该演示展示了一个完整的工作流程，检测需要验证的文本声明，生成相关的搜索引擎查询，并从网络检索适当的文档。它使用自然语言推理（NLI）来预测声明的真实性，并使用 LLMs 来总结证据，并提出修正文本中任何错误的文本修订建议。此外，还在多种语言上评估了用于声明检测和真实性评估的模型的有效性。