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Creating new documents by synthesizing information from existing sources is an important part of knowledge work in many domains. This process often involves gathering content from multiple documents, organizing it, and then transforming it…

人机交互 · 计算机科学 2026-03-02 Balasaravanan Thoravi Kumaravel

This paper introduces Doc2Bot, a novel dataset for building machines that help users seek information via conversations. This is of particular interest for companies and organizations that own a large number of manuals or instruction books.…

计算与语言 · 计算机科学 2022-11-22 Haomin Fu , Yeqin Zhang , Haiyang Yu , Jian Sun , Fei Huang , Luo Si , Yongbin Li , Cam-Tu Nguyen

While digital assistants are increasingly used to help with various productivity tasks, less attention has been paid to employing them in the domain of business documents. To build an agent that can handle users' information needs in this…

人机交互 · 计算机科学 2022-09-09 Farnaz Jahanbakhsh , Elnaz Nouri , Robert Sim , Ryen W. White , Adam Fourney

We introduce Docling, an easy-to-use, self-contained, MIT-licensed, open-source toolkit for document conversion, that can parse several types of popular document formats into a unified, richly structured representation. It is powered by…

Document redaction is a crucial process in various sectors to safeguard sensitive information from unauthorized access and disclosure. Traditional manual redaction methods, such as those performed using Adobe Acrobat, are labor-intensive,…

计算机与社会 · 计算机科学 2024-09-25 Sida Peng , Ming-Jen Huang , Matt Wu , Jeremy Wei

Industries such as finance, meteorology, and energy generate vast amounts of data daily. Efficiently managing, processing, and displaying this data requires specialized expertise and is often tedious and repetitive. Leveraging large…

计算与语言 · 计算机科学 2025-05-20 Wenqi Zhang , Yongliang Shen , Zeqi Tan , Guiyang Hou , Weiming Lu , Yueting Zhuang

High-quality code documentation is crucial for software development especially in the era of AI. However, generating it automatically using Large Language Models (LLMs) remains challenging, as existing approaches often produce incomplete,…

软件工程 · 计算机科学 2025-05-27 Dayu Yang , Antoine Simoulin , Xin Qian , Xiaoyi Liu , Yuwei Cao , Zhaopu Teng , Grey Yang

Current vision and language tasks usually take complete visual data (e.g., raw images or videos) as input, however, practical scenarios may often consist the situations where part of the visual information becomes inaccessible due to…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Ye Zhu , Yu Wu , Yi Yang , Yan Yan

In the past decade, the financial industry has experienced a technology revolution. While we witness a rapid introduction of conversational bots for financial services, there is a lack of understanding of conversational user interfaces…

Multimodal AI is an important step towards building effective tools to leverage multiple modalities in human-AI communication. Building a multimodal document-grounded AI system to interact with long documents remains a challenge. Our work…

人工智能 · 计算机科学 2025-02-17 Karan Taneja , Ashok K. Goel

Generating professional financial reports is a labor-intensive and intellectually demanding process that current AI systems struggle to fully automate. To address this challenge, we introduce FinSight (Financial InSight), a novel multi…

计算与语言 · 计算机科学 2025-10-21 Jiajie Jin , Yuyao Zhang , Yimeng Xu , Hongjin Qian , Yutao Zhu , Zhicheng Dou

Conversational agents, such as chatbots and virtual assistants, have become essential in software development, boosting productivity, collaboration, and automating various tasks. This paper examines the role of adaptive AI-powered…

软件工程 · 计算机科学 2025-07-16 Omar Elsisi , Glaucia Melo

Spoken dialogue systems that assist users to solve complex tasks such as movie ticket booking have become an emerging research topic in artificial intelligence and natural language processing areas. With a well-designed dialogue system as…

计算与语言 · 计算机科学 2021-09-01 Shang-Yu Su , Po-Wei Lin , Yun-Nung Chen

This technical report introduces Docling, an easy to use, self-contained, MIT-licensed open-source package for PDF document conversion. It is powered by state-of-the-art specialized AI models for layout analysis (DocLayNet) and table…

Chatbots are intelligent conversational computer systems designed to mimic human conversation to enable automated online guidance and support. The increased benefits of chatbots led to their wide adoption by many industries in order to…

计算与语言 · 计算机科学 2022-01-19 Guendalina Caldarini , Sardar Jaf , Kenneth McGarry

Collecting data for training dialog systems can be extremely expensive due to the involvement of human participants and need for extensive annotation. Especially in document-grounded dialog systems, human experts need to carefully read the…

计算与语言 · 计算机科学 2021-12-16 Qingyang Wu , Song Feng , Derek Chen , Sachindra Joshi , Luis A. Lastras , Zhou Yu

We propose a toolkit to generate structured synthetic documents emulating the actual document production process. Synthetic documents can be used to train systems to perform document analysis tasks. In our case we address the record…

计算机视觉与模式识别 · 计算机科学 2017-10-11 Samuele Capobianco , Simone Marinai

Document AI, or Document Intelligence, is a relatively new research topic that refers to the techniques for automatically reading, understanding, and analyzing business documents. It is an important research direction for natural language…

计算与语言 · 计算机科学 2021-11-17 Lei Cui , Yiheng Xu , Tengchao Lv , Furu Wei

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…

人机交互 · 计算机科学 2025-02-26 Minh Duc Vu , Jieshan Chen , Zhenchang Xing , Qinghua Lu , Xiwei Xu , Qian Fu

Software documentation is an essential but labor intensive task that often requires a dedicated team of developers to ensure coverage and accuracy. Good documentation will help shorten the development cycle and improve the overall team…

软件工程 · 计算机科学 2017-01-31 Thomas Zheng , Jeff Shaw , Sergey Kozlov
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