Skip to main content

Qwen3.5 4B (Non-reasoning)

AlibabaQwenOpen WeightApache 2.0 · Commercial OK

Description

Qwen3.5-4B is a 4 billion parameter vision-language model using Gated DeltaNet hybrid architecture with a 3:1 ratio of linear attention to full softmax attention. It supports 262K native context length and delivers strong performance for its size across knowledge, reasoning, coding, and multilingual tasks.

Release Date
2026-03-02
Parameters
4.0B
Context Length
Modalities

Capability Radar

19
general
14
coding
71
reasoning
40
scienceest.
70
agents
50
multimodal

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

Rankings

Domain#RankScoreSource
Agents & Tools78
47.0
LS
Code Ranking292
26.0
AA
General Ranking222
46.0
AA
Science281
39.0
AA

Benchmark Scores (LLM Stats)

Agents

t2-bench79.9%SR
BFCL-V450.3%SR
VITA-Bench22.0%SR
DeepPlanning17.6%SR

Biology

GPQA76.2%SR

Chemistry

SuperGPQA52.9%SR

Communication

Multi-Challenge49.0%SR

Finance

MMLU-Pro79.1%SR
MMLU-ProX71.5%SR

General

IFEval89.8%SR
MMLU-Redux88.8%SR
C-Eval85.1%SR
Global PIQA78.9%SR
MAXIFE78.0%SR
MMMLU76.1%SR
Include71.0%SR
IFBench59.2%SR
LiveCodeBench v655.8%SR
NOVA-6354.3%SR
LongBench v250.0%SR

Language

WMT24++66.6%SR

Long Context

AA-LCR57.0%SR

Math

HMMT2576.8%SR
HMMT 202574.0%SR
PolyMATH51.1%SR

AA Evaluation Indices

Intelligence Index
22.6
Coding Index
13.7
Tau2
0.9
Gpqa
0.7
Ifbench
0.3
Lcr
0.3
Scicode
0.2
Terminalbench Hard
0.1
Hle
0.1

LLM Stats Category Scores

Biology
80
Language
80
Structured Output
70
Tool Calling
70
Finance
70
General
70
Healthcare
70
Instruction Following
70
Legal
70
Math
70
Physics
70
Chemistry
60
Reasoning
60
Spatial Reasoning
50
Vision
50
Communication
50
Economics
50
Long Context
50
Multimodal
50
Agents
40

Pricing

Input Price$0.03 / 1M tokens
Output Price$0.15 / 1M tokens
Blended Price (3:1)$0.06 / 1M tokens

Speed

Tokens/sec216.4 tokens/s
Time to First Token0.25s
Time to Answer0.25s

Available Providers

(LS internal units)

No provider data available

External Sources