Creation-MMBench: leaderboard

Creation-MMBench (OpenCompass) — context-aware creative writing and content generation for multimodal models across image-grounded real-world scenarios; judged against a GPT-4o reference, reward score (-100 to 100).

Metric: Overall Reward. Source: huggingface.co. Saturation forecast: Estimated already saturated. 29 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Flash6.61#245
2GPT-4.1 (2025-04-14)5.61#250
3InternVL3-78B-6.87#352
4Grok 2 (1212)-8.86#496
5Gemini 2.0 Flash-8.9#342
6InternVL3-38B-8.99#405
7Claude 3.7 Sonnet-11.28#249
8InternVL3-8B-14#620
9Claude 3.5 Sonnet (20241022)-15.46#291
10Llama 4 Scout Instruct-16.44#539
11InternVL2.5-78B-16.44#431
12Pixtral-12B-21.45#808
13Qwen 2.5 VL 7B-29.97#643
14Llama 3.2 11B Instruct-48.23#1126

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=creation-mmbench · How It Works · Data refreshed daily, snapshot 2026-10-20.