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

#ModelScore
1Gemini 3 Flash (Preview)51.11
2Qwen 3 VL 8B Instruct42.33
3GLM-4.1V-9B (Thinking)42
4GPT-4.141.67
5InternVL3-8B25.33
6Llama 3.2 11B Instruct19.22
7Pixtral-12B16

Interactive version: theaggregate.ai/benchmark?slug=vt-bench-dvm-car-qa-constrained-counting · How It Works · Data refreshed daily, snapshot 2026-09-26.