HELM VHELM - Hateful Memes: leaderboard

The "Hateful Memes" 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
1O4 Mini (2025-04-16)74.59#182
2GPT-4.573.91#276
3O3 (2025-04-16)73.09#124
4O1 (2024-12-17)70.77#153
5Gemini 2.5 Pro (Preview 03-25)69.26#125
6Llama 4 Scout Instruct68.58#541
7Llama 4 Maverick Instruct FP864.75#414
8Gemini 2.0 Flash64.21#345
9GPT-4.1 Mini63.11#358
10Claude 3.5 Sonnet (20241022)62.98#293
11Gemini 2.0 Pro (Preview 02-05)62.98#306
12Gemini 2.0 Flash Lite62.7#455
13Gemini 1.5 Pro (002)62.43#352
14GPT-4o (2024-11-20)61.48#379
15GPT-4 Turbo61.2#410

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-hateful-memes · How It Works · Data refreshed daily, snapshot 2026-10-24.