Qwen3.8 Launch - MADQA: leaderboard

MADQA (Multimodal Agentic Document Question Answering) asks agents to search, gather and reason over visual and textual evidence in a collection of heterogeneous PDF documents to answer human-authored questions. Scores come from the multimodal table of Alibaba Qwen's Qwen3.8-Max launch post; percent, higher is better.

Metric: Score (%). Source: qwen.ai. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 Max91.8#34
2GPT-5.6 Sol87.8#22
3Qwen 3.7 Plus87.1#98
4Claude Opus 4.886.8#39
5Claude Fable 586#20
6Gemini 3.1 Pro (Preview)81.1#64

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-madqa · How It Works · Data refreshed daily, snapshot 2026-11-05.