HELM VHELM - Mm Star Perception: leaderboard

The "Mm Star Perception" 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)79.6#124
2O3 (2025-04-16)75.8#123
3Gemini 2.0 Flash (Preview)75#366
4Gemini 2.0 Flash74.8#344
5Llama 4 Maverick Instruct FP874.8#412
6O1 (2024-12-17)74.6#152
7Gemini 2.0 Pro (Preview 02-05)74.4#305
8GPT-4.574#276
9O4 Mini (2025-04-16)73.8#181
10GPT-4.1 (2025-04-14)73.6#250
11GPT-4o (2024-05-13)73.4#326
12GPT-4o (2024-11-20)73.4#378
13GPT-4o (2024-08-06)73#335
14GPT-4.1 Mini72.6#351
15Gemini 1.5 Pro (002)72.4#350

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-perception · How It Works · Data refreshed daily, snapshot 2026-10-23.