HELM VHELM - Blink Reasoning: leaderboard

The "Blink Reasoning" 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
1Claude 3 Sonnet (20240229)82#681
2Claude 3 Opus (20240229)81.33#413
3Claude 3 Haiku (20240307)80.44#777
4GPT-4o Mini (2024-07-18)79.94#561
5Claude 3.5 Sonnet (20240620)79.78#298
6Llama 4 Maverick Instruct FP879.78#412
7GPT-4 Turbo79.44#406
8Gemini 2.0 Flash Lite79.11#453
9GPT-4.1 (2025-04-14)76.86#250
10O1 (2024-12-17)76.83#152
11Gemini 2.5 Pro (Preview 03-25)75.15#124
12O3 (2025-04-16)70.58#123
13GPT-4o (2024-05-13)69.42#326
14GPT-4.1 Mini68.97#351
15O4 Mini (2025-04-16)68.33#181

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