HELM VHELM - Fair Face: leaderboard

The "Fair Face" 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. 48 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.0 Flash69.9#344
2Gemini 2.0 Flash (Preview)69.87#366
3Gemini 2.5 Pro (Preview 03-25)69.65#124
4Gemini 2.0 Pro (Preview 02-05)68.48#305
5Gemini 2.0 Flash Lite68.16#453
6Gemini 1.5 Pro (002)66.98#350
7GPT-4 Turbo66.95#406
8Gemini 1.5 Flash (002)65.32#585
9Llama 4 Scout Instruct64.1#542
10Llama 4 Maverick Instruct FP862.36#412
11GPT-4.1 Mini58.8#351
12Claude 3 Haiku (20240307)58.43#777
13Claude 3 Sonnet (20240229)55.82#681
14GPT-4.1 (2025-04-14)53.95#250
15Claude 3 Opus (20240229)52.55#413

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