HELM VHELM - Mm Star Knowledge: leaderboard

The "Mm Star Knowledge" subtask of HELM VHELM. Stanford HELM's VHELM project, the holistic evaluation of vision-language models: image-grounded question answering, OCR, chart and diagram reading, spatial reasoning, robustness, bias, fairness and toxicity scenarios scored under one ha...

Metric: PEM. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 48 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)80.4#124
2O3 (2025-04-16)78.4#123
3O4 Mini (2025-04-16)76.4#181
4Gemini 2.0 Flash (Preview)72.8#366
5O1 (2024-12-17)72.8#152
6Gemini 2.0 Flash72#344
7Gemini 2.0 Pro (Preview 02-05)70#305
8Llama 4 Maverick Instruct FP869.2#412
9GPT-4.568#276
10Gemini 2.0 Flash Lite68#453
11GPT-4o (2024-08-06)62.8#335
12Gemini 1.5 Pro (002)62#350
13GPT-4.1 (2025-04-14)62#250
14GPT-4o (2024-11-20)61.6#378
15GPT-4.1 Mini61.2#351

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-vhelm-mm-star-knowledge · How It Works · Data refreshed daily, snapshot 2026-10-23.