Literature Reviews
Reviewed research papers, articles, and publications relevant to digital accessibility.
3 results found tagged code generation.
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Does ChatGPT Generate Accessible Code? Investigating Accessibility Challenges in LLM-Generated Source Code
This paper presents the first empirical evaluation of the accessibility of web code generated by ChatGPT (GPT-3.5), examining both how accessible the generated code is and how well the model can fix accessibility violations. The study involved 88 web…
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LLMs for Accessibility in Mobile Apps: Detection and Repair
This study evaluates the capacity of three large language models—GPT-4o, Gemini 1.0 Pro, and Llama 3—to detect, classify, and remediate accessibility violations in Android mobile applications. While prior LLM accessibility research has focused primar…
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When LLM-Generated Code Perpetuates User Interface Accessibility Barriers, How Can We Break the Cycle?
This paper evaluates the ability of large language models (LLMs) to generate accessible web user interfaces, comparing ChatGPT (GPT-4-turbo) and Claude (3.5 Haiku) across two prompting strategies: accessibility-agnostic prompts ("Design the homepage …