VCIFBench: leaderboard
Metric: Instruction pass rate (%): the share of the 306 instructions on which every annotated constraint is jointly satisfied; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Pro | 52.94 |
| 2 | GPT-5.4 | 51.96 |
| 3 | Gemini 3 Flash | 51.63 |
| 4 | MiniCPM-o-4.5 | 29.41 |
| 5 | GLM-4.1V-9B (Thinking) | 26.8 |
| 6 | InternVL3.5-8B | 5.56 |
Interactive version: theaggregate.ai/benchmark?slug=vcifbench · How It Works · Data refreshed daily, snapshot 2026-09-29.