VCIFBench - Constraint Pass Rate: leaderboard
Metric: Constraint pass rate (%): the share of individual constraints satisfied across all instructions; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 87.18 |
| 2 | Gemini 3 Pro | 86.59 |
| 3 | Gemini 3 Flash | 85.69 |
| 4 | GLM-4.1V-9B (Thinking) | 75.06 |
| 5 | MiniCPM-o-4.5 | 74.03 |
| 6 | InternVL3.5-8B | 46.37 |
Interactive version: theaggregate.ai/benchmark?slug=vcifbench-constraint-pass-rate · How It Works · Data refreshed daily, snapshot 2026-09-29.