A Dataset of Alt Texts from HCI Publications: Analyses and Uses Towards Producing More Descriptive Alt Texts of Data Visualizations in Scientific Papers
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Abstract (arXiv)
Figures in scientific publications contain important information and results, and alt text is needed for blind and low vision readers to engage with their content. We conduct a study to characterize the semantic content of alt text in HCI publications based on a framework introduced by Lundgard and Satyanarayan. Our study focuses on alt text for graphs, charts, and plots extracted from HCI and accessibility publications; we focus on these communities due to the lack of alt text in papers published outside of these disciplines. We find that the capacity of author-written alt text to fulfill blind and low vision user needs is mixed; for example, only 50% of alt texts in our sample contain information about extrema or outliers, and only 31% contain information about major trends or comparisons conveyed by the graph. We release our collected dataset of author-written alt text, and outline possible ways that it can be used to develop tools and models to assist future authors in writing better alt text. Based on our findings, we also discuss recommendations that can be acted upon by publishers and authors to encourage inclusion of more types of semantic content in alt text.
Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Sep 2022.
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Citing papers per year: 2023: 4; 2024: 2; 2025: 3; 2026: 2.
11 papers.
- 2023The Semantic Reader Project: Augmenting Scholarly Documents through AI-Powered Interactive Reading Interfacescited by 9
- 2023Line Graphics Digitization: A Step Towards Full Automationcited by 5
- 2023Alt-Text with Context: Improving Accessibility for Images on Twittercited by 3
- 2023Grounded Intuition of GPT-Vision's Abilities with Scientific Imagescited by 3
- 2024AltChart: Enhancing VLM-based Chart Summarization Through Multi-Pretext Taskscited by 3
- 2024Alt4Blind: A User Interface to Simplify Charts Alt-Text Creationcited by 2
- 2026Querying Multimodal Scientific Papers with AI: Practices and Preferences Across Blind, Low-Vision, and Sighted Scientistscited by 1
- 2025MELLA: Bridging Linguistic Capability and Cultural Groundedness for Low-Resource Language MLLMscited by 0
- 2025MCM-DPO: Multifaceted Cross-Modal Direct Preference Optimization for Alt-text Generationcited by 0
- 2025Benchmark It Yourself (BIY): Preparing a Dataset and Benchmarking AI Models for Scatterplot-Related Taskscited by 0
- 2026Chart-Supported or Model-Supplied? Examining MLLM-Generated Claims for Accessible Visualizationcited by 0
- 2026Chart-Supported or Model-Supplied? Examining MLLM-Generated Claims for Accessible Visualization27 Jul 2026
- 2026Querying Multimodal Scientific Papers with AI: Practices and Preferences Across Blind, Low-Vision, and Sighted Scientists20 Jul 2026
- 2025Benchmark It Yourself (BIY): Preparing a Dataset and Benchmarking AI Models for Scatterplot-Related Tasks7 Oct 2025
- 2025MCM-DPO: Multifaceted Cross-Modal Direct Preference Optimization for Alt-text Generation1 Oct 2025
- 2025MELLA: Bridging Linguistic Capability and Cultural Groundedness for Low-Resource Language MLLMs7 Aug 2025
- 2024Alt4Blind: A User Interface to Simplify Charts Alt-Text Creation29 May 2024
- 2024AltChart: Enhancing VLM-based Chart Summarization Through Multi-Pretext Tasks22 May 2024
- 2023Grounded Intuition of GPT-Vision's Abilities with Scientific Images3 Nov 2023
- 2023Line Graphics Digitization: A Step Towards Full Automation5 Jul 2023
- 2023Alt-Text with Context: Improving Accessibility for Images on Twitter24 May 2023
- 2023The Semantic Reader Project: Augmenting Scholarly Documents through AI-Powered Interactive Reading Interfaces25 Mar 2023