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Natural language provides a widely accessible and expressive interface for robotic agents. To understand language in complex environments, agents must reason about the full range of language inputs and their correspondence to the world.…

计算与语言 · 计算机科学 2017-10-03 Stephanie Zhou , Alane Suhr , Yoav Artzi

A natural language interface exploits the conceptual simplicity and naturalness of the language to create a high-level user-friendly communication channel between humans and machines. One of the promising applications of such interfaces is…

计算与语言 · 计算机科学 2016-07-05 Kaveh Hassani , Won-Sook Lee

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…

人机交互 · 计算机科学 2021-10-05 Arjun Srinivasan , Nikhila Nyapathy , Bongshin Lee , Steven M. Drucker , John Stasko

Data visualizations are powerful tools for communicating patterns in quantitative data. Yet understanding any data visualization is no small feat -- succeeding requires jointly making sense of visual, numerical, and linguistic inputs…

人机交互 · 计算机科学 2025-05-26 Arnav Verma , Kushin Mukherjee , Christopher Potts , Elisa Kreiss , Judith E. Fan

Neural language models are widely used; however, their model parameters often need to be adapted to the specific domains and tasks of an application, which is time- and resource-consuming. Thus, adapters have recently been introduced as a…

人工智能 · 计算机科学 2022-08-18 Rita Sevastjanova , Eren Cakmak , Shauli Ravfogel , Ryan Cotterell , Mennatallah El-Assady

Natural language and visualization are being increasingly deployed together for supporting data analysis in different ways, from multimodal interaction to enriched data summaries and insights. Yet, researchers still lack systematic…

人机交互 · 计算机科学 2020-09-30 Rafael Henkin , Cagatay Turkay

Humans can effortlessly describe what they see, yet establishing a shared representational format between vision and language remains a significant challenge. Emerging evidence suggests that human brain representations in both vision and…

神经元与认知 · 定量生物学 2025-07-30 Katerina Marie Simkova , Adrien Doerig , Clayton Hickey , Ian Charest

Significant research has provided robust task and evaluation languages for the analysis of exploratory visualizations. Unfortunately, these taxonomies fail when applied to communicative visualizations. Instead, designers often resort to…

人机交互 · 计算机科学 2020-09-16 Eytan Adar , Elsie Lee

Data analysis often involves the comparison of complex objects. With the ever increasing amounts and complexity of data, the demand for systems to help with these comparisons is also growing. Increasingly, information visualization tools…

人机交互 · 计算机科学 2024-03-11 Rebecca Jones , Lucas Tate

Visualization research tends to de-emphasize consideration of the textual context in which its images are placed. We argue that visualization research should consider textual representations as a primary alternative to visual options when…

人机交互 · 计算机科学 2024-04-02 Chase Stokes , Marti A. Hearst

Prior natural language datasets for data visualization have focused on tasks such as visualization literacy assessment, insight generation, and visualization generation from natural language instructions. These studies often rely on…

人机交互 · 计算机科学 2025-07-02 Maeve Hutchinson , Radu Jianu , Aidan Slingsby , Jo Wood , Pranava Madhyastha

Characterizing creativity in visualization design can lead to the design of more expressive representations and visualization authoring tools that prioritize human creativity. In this paper, we examine how creativity manifests itself in…

人机交互 · 计算机科学 2026-04-14 Tianwei Ma , Zinat Ara , Safwat Ali Khan , Fanny Chevalier , Niklas Elmqvist , Naimul Hoque

A growing number of efforts aim to understand what people see when using a visualization. These efforts provide scientific grounding to complement design intuitions, leading to more effective visualization practice. However, published…

人机交互 · 计算机科学 2020-09-16 Madison Elliott , Christine Nothelfer , Cindy Xiong , Danielle Szafir

Well-designed data visualizations can lead to more powerful and intuitive processing by a viewer. To help a viewer intuitively compare values to quickly generate key takeaways, visualization designers can manipulate how data values are…

人机交互 · 计算机科学 2021-08-17 Cindy Xiong , Vidya Setlur , Benjamin Bach , Kylie Lin , Eunyee Koh , Steven Franconeri

Classically, affordance research investigates how the shape of objects communicates actions to potential users. Cognitive affordances, a subset of this research, characterize how the design of objects influences cognitive actions, such as…

人机交互 · 计算机科学 2026-01-15 Racquel Fygenson , Lace Padilla , Enrico Bertini

Our understanding of the visual world goes beyond naming objects, encompassing our ability to parse objects into meaningful parts, attributes, and relations. In this work, we leverage natural language descriptions for a diverse set of 2K…

Design methods in information systems frequently create software descriptions using formal languages. Nonetheless, most software designers prefer to describe software using natural languages. This distinction is not simply a matter of…

软件工程 · 计算机科学 2021-08-23 David King , Chris Kimble

A visualization notation is a recurring pattern of symbols used to author specifications of visualizations, from data transformation to visual mapping. Programmatic notations use symbols defined by grammars or domain-specific languages…

人机交互 · 计算机科学 2023-09-01 Nicolas Kruchten , Andrew M. McNutt , Michael J. McGuffin

We revisit the design space of visualizations aiming at identifying and relating its components. In this sense, we establish a model to examine the process through which visualizations become expressive for users. This model has leaded us…

图形学 · 计算机科学 2015-05-29 Jose F. Rodrigues , Agma J. M. Traina , Maria C. F. Oliveira , Caetano Traina

We present a systematic review on three comparative layouts (i.e., juxtaposition, superposition, and explicit-encoding) which are information visualization (InfoVis) layouts designed to support comparison tasks. For the last decade, these…

人机交互 · 计算机科学 2020-09-02 Sehi L'Yi , Jaemin Jo , Jinwook Seo
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