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Qwen3.5 27B (Reasoning)

AlibabaQwenOpen WeightApache 2.0 · Commercial OK

Description

Qwen3.5-27B is a multimodal dense foundation model with 27 billion parameters. It combines strong reasoning, coding, multilingual, long-context, and visual understanding performance in a production-friendly open-weight package with a native 262K context window.

Release Date
2026-02-24
Parameters
27.0B
Context Length
262K
Modalities
image, text, video

Capability Radar

38
general
36
coding
86
reasoning
57
scienceest.
60
agents
80
multimodal

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

Rankings

Domain#RankScoreSource
Agents & Tools51
57.0
LS
Code Ranking84
65.0
AA
General Ranking43
80.0
AA
Multimodal Ranking60
70.0
LS
Reasoning54
67.0
LS
Science63
68.0
AA

Benchmark Scores (LLM Stats)

3d

SUNRGBD0.35 / 100SR
Hypersim0.13 / 100SR

Agents

t2-bench79.0%SR
BFCL-V468.5%SR
AndroidWorld_SR64.2%SR
WideSearch61.1%SR
BrowseComp61.0%SR
FullStackBench en60.1%SR
TIR-Bench59.8%SR
FullStackBench zh57.4%SR
OSWorld-Verified56.2%SR
VITA-Bench41.9%SR
Terminal-Bench 2.041.6%SR
DeepPlanning22.6%SR

Biology

GPQA85.5%SR

Chemistry

SuperGPQA65.6%SR

Code

SWE-Bench Verified72.4%SR

Communication

Multi-Challenge60.8%SR

Embodied

EmbSpatialBench0.84 / 100SR

Finance

MMLU-Pro86.1%SR
MMLU-ProX82.2%SR

General

IFEval95.0%SR
MMLU-Redux93.2%SR
C-Eval90.5%SR
MAXIFE88.0%SR
Global PIQA87.5%SR
MMMLU85.9%SR
MMMU82.3%SR
Include81.6%SR
MMStar81.0%SR
LiveCodeBench v680.7%SR
IFBench76.5%SR
MMMU-Pro75.0%SR
LongBench v260.6%SR
NOVA-6358.1%SR
SimpleVQA0.56 / 100SR

Grounding

RefCOCO-avg0.91 / 100SR
ScreenSpot Pro70.3%SR
RefSpatialBench0.68 / 100SR

Healthcare

VideoMMMU82.3%SR
SlakeVQA80.0%SR
MedXpertQA62.4%SR
PMC-VQA62.4%SR

Image To Text

OCRBench89.4%SR

Language

LingoQA82.0%SR
WMT24++77.6%SR

Long Context

MLVU85.9%SR
LVBench73.6%SR
AA-LCR66.1%SR
MMLongBench-Doc0.60 / 100SR

Math

HMMT 202592.0%SR
HMMT2589.8%SR
MathVista-Mini87.8%SR
DynaMath87.7%SR
MathVision86.0%SR
CodeForces0.81 / 3000SR
PolyMATH71.2%SR
Humanity's Last Exam48.5%SR

Multimodal

VLMsAreBlind96.9%SR
V*93.7%SR
AI2D92.9%SR
MMBench-V1.192.6%SR
OmniDocBench 1.588.9%SR
VideoMME w sub.87.0%SR
VideoMME w/o sub.82.8%SR
CC-OCR81.0%SR
CharXiv-R79.5%SR
MVBench74.6%SR
MMVU73.3%SR
BabyVision44.6%SR
ZEROBench-Sub0.36 / 100SR
Nuscene15.2%SR
ZEROBench0.10 / 100SR

Reasoning

CountBench0.98 / 100SR
Hallusion Bench70.0%SR
BrowseComp-zh62.1%SR
ERQA60.5%SR
Seal-047.2%SR
OJBench40.1%SR

Spatial Reasoning

RealWorldQA83.7%SR

Vision

ODinW41.1%SR

AA Evaluation Indices

Intelligence Index
42.1
Coding Index
34.9
Tau2
0.9
Gpqa
0.9
Ifbench
0.8
Lcr
0.7
Scicode
0.4
Terminalbench Hard
0.3
Hle
0.2

LLM Stats Category Scores

Biology
90
Instruction Following
90
Structured Output
80
Text-to-image
80
Video
80
Chemistry
80
Embodied
80
Finance
80
General
80
Grounding
80
Image To Text
80
Language
80
Legal
80
Math
80
Physics
80
Spatial Reasoning
70
Vision
70
Economics
70
Frontend Development
70
Healthcare
70
Long Context
70
Multimodal
70
Reasoning
70
Tool Calling
60
Agents
60
Code
60
Communication
60
Search
60
Spatial
20
3d
20

Pricing

Input Price$0.3 / 1M tokens
Output Price$2.4 / 1M tokens
Blended Price (3:1)$0.825 / 1M tokens

Speed

Tokens/sec87.6 tokens/s
Time to First Token1.40s
Time to Answer24.23s

Available Providers

(LS internal units)
ProviderInput PriceOutput Price
Novita300K2.4M

External Sources