VCIFBench - Content: leaderboard
Metric: Constraint pass rate (%) on content constraints (video-grounded inclusion, exclusion, emphasis); higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Pro | 71 |
| 2 | GPT-5.4 | 70.77 |
| 3 | Gemini 3 Flash | 70.07 |
| 4 | GLM-4.1V-9B (Thinking) | 56.84 |
| 5 | MiniCPM-o-4.5 | 55.92 |
| 6 | InternVL3.5-8B | 40.6 |
Interactive version: theaggregate.ai/benchmark?slug=vcifbench-content · How It Works · Data refreshed daily, snapshot 2026-09-29.