HELM VHELM - Seed Bench: leaderboard

The "Seed Bench" 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
1O3 (2025-04-16)84.99#123
2GPT-4.584.69#276
3Gemini 2.5 Pro (Preview 03-25)83.96#124
4Gemini 1.5 Flash (002)83.75#585
5GPT-4.1 Mini83.57#351
6O1 (2024-12-17)83.48#152
7GPT-4 Turbo82.9#406
8GPT-4o (2024-05-13)82.78#326
9GPT-4o (2024-11-20)82.17#378
10GPT-4o (2024-08-06)82.05#335
11O4 Mini (2025-04-16)81.81#181
12Claude 3.5 Sonnet (20241022)81.54#291
13GPT-4.1 (2025-04-14)81.14#250
14GPT-4o Mini (2024-07-18)80.87#561
15Gemini 1.5 Pro (002)80.63#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-seed-bench · How It Works · Data refreshed daily, snapshot 2026-10-23.