VT-Bench DVM-Car QA - Attribute Retrieval: leaderboard

Metric: Exact-match accuracy (%; read a specified attribute of the target car's row; zero-shot at temperature 0). Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScore
1Gemini 3 Flash (Preview)93
2GPT-4.188.44
3GLM-4.1V-9B (Thinking)69
4Pixtral-12B62
5Qwen 3 VL 8B (Thinking)57.33
6Qwen 3 VL 8B Instruct49.78
7InternVL3-8B33.89
8Llama 3.2 11B Instruct24.89

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