VT-Bench DVM-Car QA - Constrained Counting: leaderboard
Metric: Exact-match accuracy (%; count table rows meeting conditions defined relative to the target car; zero-shot at temperature 0). Source: arxiv.org. Saturation forecast: Around September 2027. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) | 51.11 |
| 2 | Qwen 3 VL 8B Instruct | 42.33 |
| 3 | GLM-4.1V-9B (Thinking) | 42 |
| 4 | GPT-4.1 | 41.67 |
| 5 | InternVL3-8B | 25.33 |
| 6 | Llama 3.2 11B Instruct | 19.22 |
| 7 | Pixtral-12B | 16 |
Interactive version: theaggregate.ai/benchmark?slug=vt-bench-dvm-car-qa-constrained-counting · How It Works · Data refreshed daily, snapshot 2026-09-26.