MM-MT-Bench: leaderboard

92 image-grounded conversations (69 single-turn, 23 multi-turn) over charts, tables, PDF pages and diagrams from Mistral AI (2024); a GPT-4o judge rates correctness and completeness from 1 to 10.

Metric: Score (points). Source: arxiv.org. Source: benchmarklist.com. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.5 Sonnet7.5#350
2Qwen 2 VL 72B6.59#460
3Pixtral-12B6.05#808
4Llama 3.2 90B5.5#596
5Claude 3 Haiku5.46#803
6Qwen 2 VL 7B5.45#750
7Llama 3.2 11B4.79#1199

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=mm-mt-bench · How It Works · Data refreshed daily, snapshot 2026-10-20.