VEFX-Bench: leaderboard
Metric: Overall GeoAgg score (1-4; per-sample weighted geometric aggregate of instruction following, rendering quality and edit exclusivity with instruction following weighted twice, averaged over the evaluated items) on the 300 curated VEFX-Bench source-video and instruction pairs, each system's edited video scored by the authors' VEFX-Reward-32B evaluator from soft expected predictions; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Kling 3.0 Omni | 3.06 |
| 2 | Kling o1 | 2.99 |
| 3 | Runway Gen-4.5 | 2.91 |
| 4 | Seedance 2.0 | 2.77 |
| 5 | Grok Imagine | 2.72 |
| 6 | Luma ray 3 | 2.72 |
| 7 | UniVideo | 2.52 |
| 8 | Wan 2.6 | 2.15 |
| 9 | Luma ray 2 | 1.8 |
| 10 | VACE (VEFX-Bench checkpoint unspecified) | 1.78 |
Interactive version: theaggregate.ai/benchmark?slug=vefx-bench · How It Works · Data refreshed daily, snapshot 2026-10-07.