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 | #Rank | Score | Source |
|---|---|---|---|
| Agents & Tools | 78 | 47.0 | LS |
| Code Ranking | 292 | 26.0 | AA |
| General Ranking | 222 | 46.0 | AA |
| Science | 281 | 39.0 | AA |
Benchmark Scores (LLM Stats)
Agents
t2-bench
79.9%SR
BFCL-V4
50.3%SR
VITA-Bench
22.0%SR
DeepPlanning
17.6%SR
Biology
GPQA
76.2%SR
Chemistry
SuperGPQA
52.9%SR
Communication
Multi-Challenge
49.0%SR
Finance
MMLU-Pro
79.1%SR
MMLU-ProX
71.5%SR
General
IFEval
89.8%SR
MMLU-Redux
88.8%SR
C-Eval
85.1%SR
Global PIQA
78.9%SR
MAXIFE
78.0%SR
MMMLU
76.1%SR
Include
71.0%SR
IFBench
59.2%SR
LiveCodeBench v6
55.8%SR
NOVA-63
54.3%SR
LongBench v2
50.0%SR
Language
WMT24++
66.6%SR
Long Context
AA-LCR
57.0%SR
Math
HMMT25
76.8%SR
HMMT 2025
74.0%SR
PolyMATH
51.1%SR
AA Evaluation Indices
Intelligence Index22.6
Coding Index13.7
Tau20.9
Gpqa0.7
Ifbench0.3
Lcr0.3
Scicode0.2
Terminalbench Hard0.1
Hle0.1
LLM Stats Category Scores
Biology80
Language80
Structured Output70
Tool Calling70
Finance70
General70
Healthcare70
Instruction Following70
Legal70
Math70
Physics70
Chemistry60
Reasoning60
Spatial Reasoning50
Vision50
Communication50
Economics50
Long Context50
Multimodal50
Agents40
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