Mr.LHDR - Tool-Free VLMs - Strict Answer-and-Process Accuracy: leaderboard

Metric: SA (%; Qwen3-VL-235B judge, 102 items). Source: arxiv.org. 7 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)31.4
2Gemini 3 Flash (Preview)24.5
3Gemini 2.5 Pro (Preview)23.5
4Gemini 2.5 Flash18.6
5Llama 4 Maverick9.8
6Qwen 2.5 VL 72B Instruct4.9
7Qwen 3 VL 32B Instruct2.9

Interactive version: theaggregate.ai/benchmark?slug=mr-lhdr-tool-free-vlms-strict-answer-and-process-accuracy · How It Works · Data refreshed daily, snapshot 2026-09-19.