VT-Bench DVM-Car QA - Row Localization: leaderboard

Metric: Exact-match accuracy (%; give the index of the table row that matches the car in the image; zero-shot at temperature 0). Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScore
1Gemini 3 Flash (Preview)95.33
2GLM-4.1V-9B (Thinking)75.11
3GPT-4.173
4Qwen 3 VL 8B Instruct67.56
5Qwen 3 VL 8B (Thinking)61.33
6Pixtral-12B52.89
7InternVL3-8B45.67
8Llama 3.2 11B Instruct41.89

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