QwenVisualOffice
Qwen 3.8 Max 44.6% leads since August 2026 Models handle visual office tasks in an internal Qwen test set. Qwen has not published the tasks or how they are scored.
In-house Qwen benchmark, so scores cannot be checked independently.
- Made by
- Qwen (Alibaba)
- Released
- August 2026
- Kind
- Documents, charts and text in images
- Level
- University
- Scored
- Checked automatically
- Answers
- Short answer
- Tasks
- Kept private
- Strongest model tested
- Claude Fable 5 #11 on the capability index
- Last in a launch post
- August 2026
- Last model added
- August 2026
- Scores refreshed
- November 12th, 2026
Qwen 3.8 Max leads with 44.6% among models released by August 2026
Best score per model from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best.
The newest model with a score here came out in August 2026, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- Claude Fable 5.2
-
Gemini 4 Carbon - GPT-6 Astra
- Claude Opus 5.5
- and 14 more
- 1 Qwen 3.8 Max 44.6%
- 2 Gemini 3.1 Pro 39.6%
- 3 Claude Opus 4.8 34.5%
- 4 Qwen3.7-Plus 32.4%
- 5 Claude Fable 5 32.4%
- 6 GPT-5.6 Sol 29.5%
Source: Official QwenVisualOffice leaderboard
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Qwen 3.8 Max | 44.6% | Aug 2026 | Official leaderboard | |
| 2 | Gemini 3.1 Pro | 39.6% | Feb 2026 | Official leaderboard | |
| 3 | Claude Opus 4.8 | 34.5% | May 2026 | Official leaderboard | |
| 4 | Qwen3.7-Plus | 32.4% | Jun 2026 | Official leaderboard | |
| 5 | Claude Fable 5 | 32.4% | Jun 2026 | Official leaderboard | |
| 6 | GPT-5.6 Sol | 29.5% | Jul 2026 | Official leaderboard |
Labs report scores for 1 model in their cards. We plot every source in the charts below.
2 models have held number one on the official leaderboard since its release in August 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official QwenVisualOffice leaderboard
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Sources: Official QwenVisualOffice leaderboard and labs’ model cards
One lab put it in a launch post in the last six months
Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.
| Date | Launch post | Score | As the post writes it |
|---|---|---|---|
| Aug 3, 2026 | Qwen 3.8 Max | 44.6 | QwenVisualOffice |
One lab claim next to the leaderboard
Each score a lab reported for its own model, beside the same model's best score on the leaderboard. Gaps mostly come from different harnesses, effort levels and task subsets. 1 of them match, which usually means one side copied the other. Every benchmark.
| Model | Lab says | Board says | Gap |
|---|---|---|---|
| Qwen 3.8 Max | 44.6% QwenVisualOffice | 44.6% Leaderboard | Same |
More in Vision
- MMMU In use 11.5K college-level multimodal questions across 30 subjects. Multiple-choice and open accuracy. GPT-5.1 85.4%
- MMMU-Pro In use Harder MMMU: college-level multimodal questions with more options and vision-only inputs to remove text shortcuts. GPT-5.6 Sol 84.6%
- CharXiv In use Chart understanding on real arXiv figures. Reasoning questions require synthesizing information from complex charts. Claude Fable 5 93.5%
- MATH-Vision (MathVision) In use 3,040 competition math problems with visual context. Answer accuracy. Qwen 3.8 Max 97.7%
- MMStar In use Models answer 1,500 human-curated image questions that cannot be solved without the image, across 6 core capabilities. Scored by accuracy. Qwen 3.8 Max 85.9%
- ChartQA In use Models answer human-written and generated questions about chart images that need visual and arithmetic reasoning. Scored by relaxed accuracy with a 5 percent numeric tolerance.
Command A Vision 90.9%