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Qwen3 VL 4B Instruct

AlibabaQwenOpen WeightApache 2.0 · Commercial OK

Description

Qwen3-VL is a large multimodal model that unifies vision, language, and reasoning to achieve human-level perception and cognition across text, images, and video. Built on a 235B-parameter architecture, it integrates early joint training of visual and textual modalities for strong language grounding. The model supports up to a 1 million-token context window and excels at visual understanding, spatial reasoning, long video comprehension, and tool-based interaction. It can generate code from images, perform precise 2D/3D object grounding, and operate digital interfaces like a visual agent. The “Instruct” version rivals Gemini 2.5 Pro in perception benchmarks, while the “Thinking” version leads in multimodal reasoning and STEM tasks. With multilingual OCR, creative writing, and fine-grained scene interpretation, Qwen3-VL establishes a new open-source frontier for integrated vision-language intelligence.

Release Date
2025-10-14
Parameters
4.0B
Context Length
Modalities
image, text

Capability Radar

25
general
14
coding
37
reasoning
22
scienceest.
60
agents
90
multimodal

Science uses a reasoning proxy when dedicated science benchmarks are unavailable.

Rankings

Domain#RankScoreSource
Agents & Tools76
48.0
LS
Code Ranking404
13.0
AA
General Ranking385
28.0
AA
Math Reasoning237
37.0
AA
Multimodal Ranking56
72.0
LS
Reasoning90
48.0
LS
Science422
20.0
AA

Benchmark Scores (LLM Stats)

3d

BLINK65.8%SR

Agents

BFCL-v363.3%SR
OSWorld26.2%SR

Chemistry

SuperGPQA40.3%SR

Communication

MM-MT-Bench7.50 / 100SR
WritingBench82.5%SR

Factuality

SimpleQA48.0%SR

Finance

MMLU77.2%SR
MMLU-Pro67.1%SR
MMLU-ProX59.4%SR

General

IFEval82.3%SR
MMLU-Redux81.5%SR
MLVU-M75.3%SR
MMStar69.8%SR
MMMU (val)67.4%SR
Include61.4%SR
LiveBench 2024112560.9%SR
MMMU-Pro53.2%SR
LiveCodeBench v637.9%SR

Grounding

ScreenSpot94.0%SR
ScreenSpot Pro59.5%SR

Healthcare

VideoMMMU56.2%SR

Image To Text

OCRBench88.1%SR
OCRBench-V2 (en)63.7%SR
OCRBench-V2 (zh)57.6%SR

Language

CharadesSTA55.5%SR

Long Context

LVBench56.2%SR

Math

MathVista-Mini73.7%SR
MathVision51.6%SR
AIME 202546.6%SR
HMMT2530.7%SR
PolyMATH28.8%SR

Multimodal

DocVQAtest95.3%SR
MMBench-V1.185.1%SR
AI2D84.1%SR
InfoVQAtest80.3%SR
CharXiv-D76.2%SR
CC-OCR76.2%SR
MVBench68.9%SR
MuirBench63.8%SR
CharXiv-R39.7%SR

Reasoning

Hallusion Bench57.6%SR
ERQA41.3%SR

Spatial Reasoning

RealWorldQA70.9%SR

Vision

ODinW48.2%SR

AA Evaluation Indices

Math Index
37.0
Intelligence Index
9.6
Coding Index
4.5
Mmlu Pro
0.6
Gpqa
0.4
Aime 25
0.4
Ifbench
0.3
Livecodebench
0.3
Tau2
0.2
Scicode
0.1
Lcr
0.1
Hle
0.0
Terminalbench Hard
0.0

LLM Stats Category Scores

Communication
4
Multimodal
90
Text-to-image
80
Writing
80
Creativity
80
Grounding
80
Instruction Following
80
Structured Output
70
3d
70
Image To Text
70
Language
70
Legal
70
Spatial Reasoning
60
Tool Calling
60
Video
60
Vision
60
Finance
60
General
60
Healthcare
60
Long Context
60
Math
60
Reasoning
60
Factuality
50
Agents
40
Chemistry
40
Economics
40
Physics
40

Pricing

Input PriceFree
Output PriceFree
Blended Price (3:1)Free

Speed

Tokens/sec0.0 tokens/s
Time to First Token0.00s
Time to Answer0.00s

Available Providers

(LS internal units)
ProviderInput PriceOutput Price
DeepInfra100K600K

External Sources