Omni2Web - Direct Editing Revision Handling: leaderboard
The revision-handling component of Omni2Web direct editing (Han et al., 2026): the share of revision and undo steps honoured in the final page, over 918 bilingual screen recordings of weakly referential web-editing requests, where speech, cursor movement and edit history identify the targets. Percent, judged by Gemini 3.1 Pro; higher is better.
Metric: Revision-handling rate (%; Track A rubric items: revision and undo steps are honoured in the final page; 918 bilingual screen recordings of weakly referential webpage edit requests (speech plus cursor), 13,907 edit steps; the model edits the source HTML directly from the recording under its native input interface (omni: audio-visual video; vision-language: video or 1 fps frames plus manual transcript); rubric items judged by Gemini 3.1 Pro; unusable outputs score zero). Source: arxiv.org. Saturation forecast: Around February 2027. 15 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.5 Flash | 71.26 | #98 |
| 2 | GPT-5.6 Sol | 63.49 | #29 |
| 3 | Claude Opus 5 | 61.67 | #20 |
| 4 | Seed 2.1 Pro | 57.03 | #133 |
| 5 | Kimi K3 | 56.59 | #53 |
| 6 | Qwen 3.8 Max | 55.77 | #55 |
| 7 | Grok 4.6 | 51.43 | #44 |
| 8 | MiniMax-M3 | 50.87 | #265 |
| 9 | Gemini 3.1 Pro (Preview) | 41.67 | #91 |
| 10 | MiMo-V2.5 | 39.81 | #353 |
| 11 | Seed 2.0 Lite | 38.87 | #286 |
| 12 | Muse Spark 1.1 | 37.91 | #82 |
| 13 | Qwen 3.5 Omni Plus | 32.28 | #237 |
| 14 | Qwen 3.8 27B | 26.74 | #199 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=omni2web-direct-editing-revision-handling · How It Works · Data refreshed daily, snapshot 2026-11-12.