FactCheck Editor:具备端到端事实核查功能的多语言文本编辑器
FactCheck Editor: Multilingual Text Editor with End-to-End fact-checking
AI总结:
本文提出FactCheck Editor,一个支持90多种语言、利用transformer模型和LLM实现端到端事实核查与文本纠错的编辑器,并评估了多语言下声明检测与真实性判断模型的效果。
摘要:
我们介绍了“FactCheck Editor”,这是一款先进的文本编辑器,旨在自动化事实核查并纠正事实性错误。鉴于错误信息广泛传播的问题,且往往源于内容创作者的无意失误,我们的工具旨在应对这一挑战。它支持超过90种语言,并利用transformer模型来协助人类完成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:检测文本中需要验证的声明,生成相关的搜索引擎查询,并从网络中检索适当的文档。它采用自然语言推理(NLI)来预测声明的真实性,并使用LLM来总结证据并建议文本修订,以纠正文本中的任何错误。此外,用于声明检测和真实性评估的模型的有效性在多种语言上进行了评估。
英文摘要:
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.
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。