DataDive: Supporting Readers' Contextualization of Statistical Statements with Data Exploration

Kim, Hyunwoo; Le, Khanh Duy; Lim, Gionnieve; Kim, Dae Hyun; Hong, Yoo Jin; Kim, Juho

doi:10.1145/3640543.3645155

Proceedings of the 29th International Conference on Intelligent User Interfaces 2024

DOI: 10.1145/3640543.3645155

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DataDive: Supporting Readers' Contextualization of Statistical Statements with Data Exploration

Hyunwoo Kim,

Khanh Duy Le,

Gionnieve Lim

et al.

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2024

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Cited by 4 publications

References 65 publications

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Groot: A System for Editing and Configuring Automated Data Insights

Gathani,

Crisan,

Setlur

et al. 2024

2024 IEEE Visualization and Visual Analytics (VIS)

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Groot: A System for Editing and Configuring Automated Data Insights

Gathani,

Crisan,

Setlur

et al. 2024

2024 IEEE Visualization and Visual Analytics (VIS)

View full text Add to dashboard Cite

Dash: A Bimodal Data Exploration Tool for Interactive Text and Visualizations

Bromley,

Setlur

2024

2024 IEEE Visualization and Visual Analytics (VIS)

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"The Data Says Otherwise" — Towards Automated Fact-checking and Communication of Data Claims

Fu,

Guo,

Hoffswell

et al. 2024

Proceedings of the 37th Annual ACM Symposium on User Interface Software and Technology

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Fact-checking data claims requires data evidence retrieval and analysis, which can become tedious and intractable when done manually. This work presents Aletheia, an automated fact-checking prototype designed to facilitate data claims verification and enhance data evidence communication. For verification, we utilize a pre-trained LLM to parse the semantics for evidence retrieval. To effectively communicate the data evidence, we design representations in two forms: data tables and visualizations, tailored to various data fact types. Additionally, we design interactions that showcase a real-world application of these techniques. We evaluate the performance of two core NLP tasks with a curated dataset comprising 400 data claims and compare the two representation forms regarding viewers' assessment time, confidence, and preference via a user study with 20 participants. The evaluation offers insights into the feasibility and bottlenecks of using LLMs for data fact-checking tasks, potential advantages and disadvantages of using visualizations over data tables, and design recommendations for presenting data evidence. CCS CONCEPTS• Human-centered computing → HCI theory, concepts and models; Empirical studies in visualization; • Information systems → Information retrieval query processing.

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DataDive: Supporting Readers' Contextualization of Statistical Statements with Data Exploration

Cited by 4 publications

References 65 publications

Groot: A System for Editing and Configuring Automated Data Insights

Groot: A System for Editing and Configuring Automated Data Insights

Dash: A Bimodal Data Exploration Tool for Interactive Text and Visualizations

"The Data Says Otherwise" — Towards Automated Fact-checking and Communication of Data Claims

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