The companion website for the paper Enhancing Web Accessibility: Automated Detection of Issues with Generative AI, submitted to FSE 2025, contains the following items:
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The study on WCAG 2.2, including the methodology for classifying WCAG criteria and the results obtained.
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The preliminary study was conducted on five university home pages. This study helped us identify challenges and select the most suitable prompting strategies.
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The one-to-one comparison regarding Coverage (RQ2).
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The Augment Accessibility Tool Audit dataset, which consists of 148 web pages with accessibility issues. Each accessibility issue is grouped under a specific success criterion. For instance, 'buttons-empty-alt-attribute-on-image-button.html' is placed under 'SC 1.1.1'. This dataset is used for RQ1 Recall and the RQ4 Ablation Experiment.
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The Ma11y dataset, from a previous study, includes accessibility issues that were programmatically injected into real web pages. This dataset is used for RQ1 Recall.
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The scripts to run four existing accessibility checkers. We used the IBM Equal Access in the browser, as it is a browser extension, and manually saved the scanned results.
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The source code of GenA11y
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The models used in the ablation experiment
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The real websites used for RQ2 Coverage and RQ3 Precision are as follows:
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Website Category adp.com Human Resources agoda.com Travel and Tourism caliente.mx Gambling capitalone.com Banking craigslist.org Real Estate cricbuzz.com Sports discord.com Computer and Video Games doordash.com Food and Beverages doubleclick.net Advertising and Marketing ebay.com Retail fragrantica.com Beauty and Cosmetics genius.com Music google.com Online Services live.com Education makemytrip.com Airlines nih.gov Healthcare openai.com Computer Software and Development progressive.com Insurance qualtrics.com Market Research samsung.com Telecom sciencedirect.com Science shein.com Apparel and Fashion stackoverflow.com Distance Learning steamcommunity.com Computer and Video Games usps.com Transportation and Logistics walmart.com Retail yahoo.com Finance youtube.com Newspapers zerodha.com Investment zoro.to Entertainment