arXiv:2502.17909cs.HCcs.AI2025-02

用AI协作生成可定制的表格数据报告,让普通人也能轻松提炼数据洞察。

FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementation

  • 设计多角色AI工作者协同处理数据,自动提取事实并生成故事。
  • 用户可用自然语言指令快速调整报告内容,精准匹配需求。
  • 18人测试显示生成质量优于现有工具,且交互体验良好。

随着各领域数据激增,亟需工具帮助非专业人士无需深厚分析能力即可获取有意义的洞察。现有自动事实报告生成工具依赖启发式方法提取事实并生成叙述,但对数据语义理解不足,难以全面呈现数据内涵或满足用户个性化需求。为此,本文提出 ool,一种用于自动创建与定制化事实报告的新工具。该工具采用协作式AI工作者范式,将原始表格数据转化为内容详实、视觉吸引人的报告。我们定义了有效的AI工作者分类体系以支持专业化任务。此外, ool 允许用户通过直观的自然语言指令优化报告,确保输出贴合个人偏好与要求。18名参与者的人机评测表明, ool 在自动化报告生成方面显著优于现有最先进基线,并在定制化任务中提供积极用户体验。

原文摘要 · Abstract (English)

With the proliferation of data across various domains, there is a critical demand for tools that enable non-experts to derive meaningful insights without deep data analysis skills. To address this need, existing automatic fact sheet generation tools offer heuristic-based solutions to extract facts and generate stories. However, they inadequately grasp the semantics of data and struggle to generate narratives that fully capture the semantics of the dataset or align the fact sheet with specific user needs. Addressing these shortcomings, this paper introduces \tool, a novel tool designed for the automatic generation and customisation of fact sheets. \tool applies the concept of collaborative AI workers to transform raw tabular dataset into comprehensive, visually compelling fact sheets. We define effective taxonomy to profile AI worker for specialised tasks. Furthermore, \tool empowers users to refine these fact sheets through intuitive natural language commands, ensuring the final outputs align closely with individual preferences and requirements. Our user evaluation with 18 participants confirms that \tool not only surpasses state-of-the-art baselines in automated fact sheet production but also provides a positive user experience during customization tasks.

数据报告AI协作自然语言控制

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