Models Model details

Qwen

Qwen: Qwen3 VL 235B A22B Instruct

qwen/qwen3-vl-235b-a22b-instruct

Qwen3-VL-235B-A22B Instruct is an open-weight multimodal model that unifies strong text generation with visual understanding across images and video. The Instruct model targets general vision-language use (VQA, document parsing, chart/table extraction, multilingual OCR). The series emphasizes robust perception (recognition of diverse real-world and synthetic categories), spatial understanding (2D/3D grounding), and long-form visual comprehension, with competitive results on public multimodal benchmarks for both perception and reasoning. Beyond analysis, Qwen3-VL supports agentic interaction and tool use: it can follow complex instructions over multi-image, multi-turn dialogues; align text to video timelines for precise temporal queries; and operate GUI elements for automation tasks. The models also enable visual coding workflows—turning sketches or mockups into code and assisting with UI debugging—while maintaining strong text-only performance comparable to the flagship Qwen3 language models. This makes Qwen3-VL suitable for production scenarios spanning document AI, multilingual OCR, software/UI assistance, spatial/embodied tasks, and research on vision-language agents.

Input
$0.21

/ 1M tokens

Output
$1.9

/ 1M tokens

Context window
262.14K

tokens

Limits

Context

262,144

tokens

Max output

32,768

13% of the context window

Parameters

235,670,022,896

Model facts

Author

Qwen

Tokenizer

Qwen3

Modality

Text + Image -> Text

License

Apache-2.0

Knowledge cutoff

2025-03-31

Created

Sep 23, 2025

Hugging Face

Qwen/Qwen3-VL-235B-A22B-Instruct

Default generation parameters

temperature

0.7

top_p

0.8

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextInput · ImageOutput · Text

Generation controls

Frequency penaltyLogit biasLogprobsMax tokensMin pPresence penaltyRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p

Capability scores

9.9
Intelligence index

Better than 22% of models compared