Qwen3.8 Launch - VLMsAreBiased: leaderboard

VLMs Are Biased tests whether vision-language models read what is actually in an image or answer from prior knowledge, using counting questions on counterfactually edited images of familiar subjects, such as a logo with an extra stripe. Scores come from the multimodal table of the Qwen3.8-Max launch post; percent, higher is better.

Metric: Score (%). Source: qwen.ai. Saturation forecast: Around February 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 Max88.3#34
2Gemini 3.1 Pro (Preview)74.1#64
3Claude Fable 561.2#20
4GPT-5.6 Sol59.8#22
5Claude Opus 4.843.8#39
6Qwen 3.7 Plus36.6#98

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

Interactive version: theaggregate.ai/benchmark?slug=qwen3-8-launch-vlmsarebiased · How It Works · Data refreshed daily, snapshot 2026-11-05.