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Recent chart-authoring systems increasingly focus on natural-language input, enabling users to form a mental image of the chart they wish to create and express this intent using spoken instructions (spoken imagined-chart data). Yet these…

Human-Computer Interaction · Computer Science 2026-01-22 Nazar Ponochevnyi , Young-Ho Kim , Joseph Jay Williams , Anastasia Kuzminykh

Data tables play a central role in scientific papers. However, their meaning is often co-constructed with surrounding text through narrative interplay, making comprehension cognitively demanding for readers. In this work, we explore how…

Human-Computer Interaction · Computer Science 2026-02-27 Liangwei Wang , Zhengxuan Zhang , Yifan Cao , Fugee Tsung , Yuyu Luo

Computational notebooks have become increasingly popular for exploratory data analysis due to their ability to support data exploration and explanation within a single document. Effective documentation for explaining chart findings during…

Human-Computer Interaction · Computer Science 2023-07-18 Yanna Lin , Haotian Li , Leni Yang , Aoyu Wu , Huamin Qu

Conversational interfaces are increasingly used for data analysis, enabling data workers to express complex analytical intents in natural language. Yet, these interactions unfold as long, linear transcripts that are misaligned with the…

Human-Computer Interaction · Computer Science 2026-03-03 Ken Gu , Srishti Palani , Vidya Setlur

Systematic reviews provide comprehensive syntheses of research fields. As a result, systematic reviews often emphasize synthesizing across the large bodies of literature rather than just describing the studies from which the conclusions…

Statistical infographics are powerful tools that simplify complex data into visually engaging and easy-to-understand formats. Despite advancements in AI, particularly with LLMs, existing efforts have been limited to generating simple…

Computation and Language · Computer Science 2025-07-29 Akash Ghosh , Aparna Garimella , Pritika Ramu , Sambaran Bandyopadhyay , Sriparna Saha

Due to the rapid pace of research publications, keeping up to date with all the latest related papers is very time-consuming, even with daily feed tools. There is a need for automatically generated, short, customized literature reviews of…

Computation and Language · Computer Science 2025-05-19 Xiangci Li , Jessica Ouyang

Traditionally, theory and practice of Cognitive Control are linked via literature reviews by human domain experts. This approach, however, is inadequate to track the ever-growing literature. It may also be biased, and yield redundancies and…

Artificial Intelligence · Computer Science 2022-05-12 Morteza Ansarinia , Paul Schrater , Pedro Cardoso-Leite

Abstract. When writing an academic paper, researchers often spend considerable time reviewing and summarizing papers to extract relevant citations and data to compose the Introduction and Related Work sections. To address this problem, we…

Information Retrieval · Computer Science 2023-06-22 Juan Ramirez-Orta , Eduardo Xamena , Ana Maguitman , Axel J. Soto , Flavia P. Zanoto , Evangelos Milios

Data visualization serves as a critical means for presenting data and mining its valuable insights. The task of chart summarization, through natural language processing techniques, facilitates in-depth data analysis of charts. However,…

Computation and Language · Computer Science 2024-04-26 Mengsha Liu , Daoyuan Chen , Yaliang Li , Guian Fang , Ying Shen

When spreadsheets are filled freely by knowledge workers, they can contain rather unstructured content. For humans and especially machines it becomes difficult to interpret such data properly. Therefore, spreadsheets are often converted to…

Databases · Computer Science 2021-03-08 Markus Schröder , Christian Jilek , Michael Schulze , Andreas Dengel

Dynamically Interactive Visualization (DIVI) is a novel approach for orchestrating interactions within and across static visualizations. DIVI deconstructs Scalable Vector Graphics charts at runtime to infer content and coordinate user…

Human-Computer Interaction · Computer Science 2023-11-07 Luke S. Snyder , Jeffrey Heer

Pictorial visualization seamlessly integrates data and semantic context into visual representation, conveying complex information in a manner that is both engaging and informative. Extensive studies have been devoted to developing authoring…

Artificial Intelligence · Computer Science 2023-07-04 Shishi Xiao , Suizi Huang , Yue Lin , Yilin Ye , Wei Zeng

Data-to-text systems are powerful in generating reports from data automatically and thus they simplify the presentation of complex data. Rather than presenting data using visualisation techniques, data-to-text systems use natural (human)…

Computation and Language · Computer Science 2016-10-27 Dimitra Gkatzia

Program synthesis from incomplete specifications (e.g. input-output examples) has gained popularity and found real-world applications, primarily due to its ease-of-use. Since this technology is often used in an interactive setting,…

Programming Languages · Computer Science 2017-03-13 Vu Le , Daniel Perelman , Oleksandr Polozov , Mohammad Raza , Abhishek Udupa , Sumit Gulwani

Knowledge workers face increasing challenges in synthesizing information from multiple documents into structured conceptual understanding. This process is inherently iterative: users explore content, identify relationships between concepts,…

Human-Computer Interaction · Computer Science 2026-04-28 Xiang Li , Cara Li , Emily Kuang , Can Liu , Jian Zhao

Relational reasoning lies at the core of many NLP tasks, drawing on complementary signals from text and graphs. While prior research has investigated how to leverage this dual complementarity, a detailed and systematic understanding of…

Artificial Intelligence · Computer Science 2026-01-28 Zhen Wu , Ritam Dutt , Luke M. Breitfeller , Armineh Nourbakhsh , Siddharth Parekh , Carolyn Rosé

Integrating extracted knowledge from the Web to knowledge graphs (KGs) can facilitate tasks like question answering. We study relation integration that aims to align free-text relations in subject-relation-object extractions to relations in…

Computation and Language · Computer Science 2021-06-03 Zhengbao Jiang , Jialong Han , Bunyamin Sisman , Xin Luna Dong

Natural language interfaces (NLIs) for data visualization are becoming increasingly popular both in academic research and in commercial software. Yet, there is a lack of empirical understanding of how people specify visualizations through…

Human-Computer Interaction · Computer Science 2021-10-05 Arjun Srinivasan , Nikhila Nyapathy , Bongshin Lee , Steven M. Drucker , John Stasko

The web is full of guidance on a wide variety of tasks, from changing the oil in your car to baking an apple pie. However, as content is created independently, a single task could have thousands of corresponding procedural texts. This makes…

Computation and Language · Computer Science 2022-11-01 Moran Mizrahi , Dafna Shahaf