VEFX-Dataset - Judge Agreement: leaderboard
Metric: Spearman rank correlation (SRCC, -1 to 1) between the judge's overall score for an edited video (mean of its predicted instruction-following, rendering-quality and edit-exclusivity scores under a shared 1-4 rubric prompt) and the human overall score, on the 849-example VEFX-Dataset test split; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 0.75 |
| 2 | Seed 2.0 Lite | 0.72 |
| 3 | Qwen 3.5 122B A10B | 0.63 |
| 4 | Seed-1.6 | 0.63 |
| 5 | Qwen 3.5 397B A17B | 0.6 |
| 6 | Gemini 3.1 Flash Lite | 0.57 |
| 7 | Gemini 2.5 Flash | 0.38 |
Interactive version: theaggregate.ai/benchmark?slug=vefx-dataset-judge-agreement · How It Works · Data refreshed daily, snapshot 2026-10-07.