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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

The language for expressing comparisons is often complex and nuanced, making supporting natural language-based visual comparison a non-trivial task. To better understand how people reason about comparisons in natural language, we explore a…

人机交互 · 计算机科学 2022-08-09 Aimen Gaba , Vidya Setlur , Arjun Srinivasan , Jane Hoffswell , Cindy Xiong

Data visualizations are standard tools for assessing and communicating risks. However, it is not always clear which designs are optimal or how encoding choices might influence risk perception and decision-making. In this paper, we report…

人机交互 · 计算机科学 2019-10-23 Melanie Bancilhon , Zhengliang Liu , Alvitta Ottley

Data visualizations are standard tools for assessing and communicating risks. However, it is not always clear which designs are optimal or how encoding choices might influence risk perception and decision-making. In this paper, we report…

人机交互 · 计算机科学 2020-10-28 Melanie Bancilhon , Zhengliang Liu , Alvitta Ottley

Visualizations support critical decision making in domains like health risk communication. This is particularly important for those at higher health risks and their care providers, allowing for better risk interpretation which may lead to…

人机交互 · 计算机科学 2025-09-23 Jade Kandel , Jiayi Liu , Arran Zeyu Wang , Chin Tseng , Danielle Szafir

_Uncertainty expressions_ such as "probably" or "highly unlikely" are pervasive in human language. While prior work has established that there is population-level agreement in terms of how humans quantitatively interpret these expressions,…

计算与语言 · 计算机科学 2024-11-08 Catarina G Belem , Markelle Kelly , Mark Steyvers , Sameer Singh , Padhraic Smyth

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

We present a grammar for expressing hypotheses in visual data analysis to formalize the previously abstract notion of "analysis tasks." Through the lens of our grammar, we lay the groundwork for how a user's data analysis questions can be…

人机交互 · 计算机科学 2023-04-05 Ashley Suh , Ab Mosca , Eugene Wu , Remco Chang

Information visualization and natural language are intricately linked. However, the majority of research and relevant work in information and data visualization (and human-computer interaction) involve English-speaking populations as both…

人机交互 · 计算机科学 2023-10-04 Noëlle Rakotondravony , Priya Dhawka , Melanie Bancilhon

We describe a new method for visualizing topics, the distributions over terms that are automatically extracted from large text corpora using latent variable models. Our method finds significant $n$-grams related to a topic, which are then…

机器学习 · 统计学 2009-07-07 David M. Blei , John D. Lafferty

Do speakers of different languages talk differently about what they see? Behavioural and cognitive studies report cultural effects on perception; however, these are mostly limited in scope and hard to replicate. In this work, we conduct the…

计算与语言 · 计算机科学 2024-10-15 Uri Berger , Edoardo M. Ponti

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

We present a large, multilingual study into how vision constrains linguistic choice, covering four languages and five linguistic properties, such as verb transitivity or use of numerals. We propose a novel method that leverages existing…

计算与语言 · 计算机科学 2023-02-10 Uri Berger , Lea Frermann , Gabriel Stanovsky , Omri Abend

The notions of concreteness and imageability, traditionally important in psycholinguistics, are gaining significance in semantic-oriented natural language processing tasks. In this paper we investigate the predictability of these two…

计算与语言 · 计算机科学 2022-09-15 Nikola Ljubešić , Darja Fišer , Anita Peti-Stantić

Recent studies show that deep vision-only and language-only models--trained on disjoint modalities--nonetheless project their inputs into a partially aligned representational space. Yet we still lack a clear picture of where in each network…

计算机视觉与模式识别 · 计算机科学 2025-09-26 Zoe Wanying He , Sean Trott , Meenakshi Khosla

In contemporary information ecologies saturated with misinformation, disinformation, and a distrust of science itself, public data communication faces significant hurdles. Although visualization research has broadened criteria for effective…

人机交互 · 计算机科学 2025-08-12 Michelle Morgenstern , Amy Rae Fox , Graham M. Jones , Arvind Satyanarayan

Investigations into using visualization to improve Bayesian reasoning and advance risk communication have produced mixed results, suggesting that cognitive ability might affect how users perform with different presentation formats. Our work…

人机交互 · 计算机科学 2023-02-03 Melanie Bancilhon , AJ Wright , Sunwoo Ha , Jordan Crouser , Alvitta Ottley

While human speakers use a variety of different expressions when describing the same object in an image, giving rise to a distribution of plausible labels driven by pragmatic constraints, the extent to which current Vision & Language Large…

计算与语言 · 计算机科学 2024-06-05 Alberto Testoni , Juell Sprott , Sandro Pezzelle

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

Understanding and communicating data uncertainty is crucial for making informed decisions in sectors like finance and healthcare. Previous work has explored how to express uncertainty in various modes. For example, uncertainty can be…

人机交互 · 计算机科学 2024-04-15 Chase Stokes , Chelsea Sanker , Bridget Cogley , Vidya Setlur
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