Omni2Web: Benchmarking Audiovisual Website Development
Screen-recorded web editing requests contain weak deictic expressions such as ``this'' and ``there,'' whose referents depend on speech, cursor trajectories, page state, and edit history. Such requests require intent recovery beyond the explicit specifications assumed by many existing web-editing benchmarks. We introduce Omni2Web, a bilingual benchmark of 918 instances spanning 13,907 edit steps. It defines three complementary tracks: Direct Editing evaluates webpage editing from recordings, Instruction Recovery measures explicit intent recovery, and Instruction Utility tests whether recovered instructions can drive a fixed code executor. We evaluate 17 open- and closed-source models. The ...
| Authors | Minghao Han, Zhenghao Xing, Xize Cheng et al. |
|---|---|
| Primary category | cs.SE |
| Published | 20 September 2026 |
| Last updated at source | 20 September 2026 |
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