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Paper · arXiv

WebPageBench: Event-Level Verification and Controlled UI-Variant Generation for Web Agents

We present WebPageBench, an open framework for evaluating web agents in which every task is verified from the interface's own event log. Six instrumented mock sites with brand identifiers removed (a marketplace, a bookstore, a grocery service, rail ticketing, hotel search and a document cabinet) emit typed events with parameters as a user or an agent acts. A task declares the events it requires, and success is decided by matching them, with no judge model and no scraping of rendered pages. The same instrumentation supports controlled UI variation: one configuration switch re-renders a task through a different implementation of a single control while the prompt and the success conditions s...

AuthorsAnton Emelyanov, Maria Tikhonova, Zaven Martirosian et al.
Primary categorycs.AI
Published28 September 2026
Last updated at source28 September 2026
cs.AIcs.CL
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