HTMLCure: Turning Browser Experience into State Guided Repair for Interactive HTML
LLMs can now produce full HTML pages, but many of those pages are only superficially correct: they render once, then fail under scroll, hover, click, resize, or gameplay. Evaluation from screenshots can miss these failures, and filtering discards many pages that are still repairable. We introduce HTMLCure, a browser experience framework that evaluates HTML after the system has interacted with it. The evaluator executes the page across viewports and interaction states, records deterministic browser evidence, and gives the VLM curated keyframes from the executed trajectory rather than isolated screenshots. The same state signal drives a closed loop repair engine: HTMLCure diagnoses the curr...
| Authors | Jiajun Wu, Jian Yang, Tuney Zheng et al. |
|---|---|
| Primary category | cs.SE |
| Published | 26 May 2026 |
| Last updated at source | 26 May 2026 |
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