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Analyzing and finding anomalies in multi-dimensional datasets is a cumbersome but vital task across different domains. In the context of financial fraud detection, analysts must quickly identify suspicious activity among transactional data.…

机器学习 · 计算机科学 2024-10-29 Beatriz Feliciano , Rita Costa , Jean Alves , Javier Liébana , Diogo Duarte , Pedro Bizarro

Recent chart-authoring systems, such as Amazon Q in QuickSight and Copilot for Power BI, demonstrate an emergent focus on supporting natural language input to share meaningful insights from data through chart creation. Currently,…

人机交互 · 计算机科学 2024-04-09 Nazar Ponochevnyi , Anastasia Kuzminykh

Documents serve as a crucial and indispensable medium for everyday workplace tasks. However, understanding, interacting and creating such documents on today's planar interfaces without any intelligent support are challenging due to our…

人机交互 · 计算机科学 2024-11-19 Chen Chen

Identifying the relationship between two articles, e.g., whether two articles published from different sources describe the same breaking news, is critical to many document understanding tasks. Existing approaches for modeling and matching…

计算与语言 · 计算机科学 2019-05-29 Bang Liu , Di Niu , Haojie Wei , Jinghong Lin , Yancheng He , Kunfeng Lai , Yu Xu

Charts are used to communicate data visually, but often, we do not know whether a chart's intended message aligns with the message readers perceive. In this mixed-methods study, we investigate how data journalists encode data and how…

人机交互 · 计算机科学 2025-02-24 Christian Knoll , Torsten Möller , Kathleen Gregory , Laura Koesten

We describe a new method for summarizing similarities and differences in a pair of related documents using a graph representation for text. Concepts denoted by words, phrases, and proper names in the document are represented positionally as…

cmp-lg · 计算机科学 2007-05-23 Inderjeet Mani , Eric Bloedorn

Mapping relationships, such as (country, country-code) or (company, stock-ticker), are versatile data assets for an array of applications in data cleaning and data integration like auto-correction and auto-join. However, today there are no…

数据库 · 计算机科学 2017-05-31 Yue Wang , Yeye He

Reviewing the literature to understand relevant threads of past work is a critical part of research and vehicle for learning. However, as the scientific literature grows the challenges for users to find and make sense of the many different…

人机交互 · 计算机科学 2022-08-17 Hyeonsu B. Kang , Joseph Chee Chang , Yongsung Kim , Aniket Kittur

Charts are commonly used for exploring data and communicating insights. Generating natural language summaries from charts can be very helpful for people in inferring key insights that would otherwise require a lot of cognitive and…

计算与语言 · 计算机科学 2022-04-15 Shankar Kantharaj , Rixie Tiffany Ko Leong , Xiang Lin , Ahmed Masry , Megh Thakkar , Enamul Hoque , Shafiq Joty

Coreference resolution across multiple documents poses a significant challenge in natural language processing, particularly within the domain of knowledge graphs. This study introduces an innovative method aimed at identifying and resolving…

计算与语言 · 计算机科学 2025-04-09 Zhang Dong , Mingbang Wang , Songhang deng , Le Dai , Jiyuan Li , Xingzu Liu , Ruilin Nong

Computational notebooks, widely used for ad-hoc analysis and often shared with others, can be difficult to understand because the standard linear layout is not optimized for reading. In particular, related text, code, and outputs may be…

人机交互 · 计算机科学 2025-02-25 Yanna Lin , Leni Yang , Haotian Li , Huamin Qu , Dominik Moritz

A vast area of research in historical science concerns the documentation and study of artefacts and related evidence. Current practice mostly uses spreadsheets or simple relational databases to organise the information as rows with multiple…

This paper highlights the challenges, current trends, and open issues related to the representation, querying and analytics of content extracted from texts. The internet contains vast text-based information on various subjects, including…

数据库 · 计算机科学 2023-10-11 Genoveva Vargas-Solar , Mirian Halfeld Ferrari Alves , Anne-Lyse Minard Forst

Knowledge graphs are often visualized using node-link diagrams that reveal relationships and structure. In many applications using graphs, it is desirable to allow users to edit graphs to ensure data accuracy or provides updates. Commonly…

人机交互 · 计算机科学 2025-12-15 Reza Shahriari , Eric D. Ragan , Jaime Ruiz

Generation of scientific visualization from analytical natural language text is a challenging task. In this paper, we propose Text2Chart, a multi-staged chart generator method. Text2Chart takes natural language text as input and produce…

Pictorial charts are favored for their memorability and visual appeal, offering a more engaging alternative to basic charts. However, their creation can be complex and time-consuming due to the lack of native support in popular…

人机交互 · 计算机科学 2025-01-14 Siyu Yan , Tiancheng Liu , Weikai Yang , Nan Tang , Yuyu Luo

Knowledge graphs are an efficient method for representing and connecting information across various concepts, useful in reasoning, question answering, and knowledge base completion tasks. They organize data by linking points, enabling…

Knowledge-intensive text usually contains fruitful entities and complex relationships, such as academic articles and scientific exposition. Reading and comprehending such texts often demands considerable time and mental effort to track the…

人机交互 · 计算机科学 2026-04-15 Xin Qian , Dazhen Deng , Zhaoping He , Xingbo Wang , Yuchen He , Yingcai Wu

Alternative Texts (Alt-Text) for chart images are essential for making graphics accessible to people with blindness and visual impairments. Traditionally, Alt-Text is manually written by authors but often encounters issues such as…

计算机视觉与模式识别 · 计算机科学 2024-05-30 Omar Moured , Shahid Ali Farooqui , Karin Muller , Sharifeh Fadaeijouybari , Thorsten Schwarz , Mohammed Javed , Rainer Stiefelhagen

Images and text co-occur constantly on the web, but explicit links between images and sentences (or other intra-document textual units) are often not present. We present algorithms that discover image-sentence relationships without relying…

计算与语言 · 计算机科学 2019-09-04 Jack Hessel , Lillian Lee , David Mimno