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Qwen3.6 27B (Reasoning)

AlibabaQwenOpen WeightApache 2.0 · Commercial OK

विवरण

Qwen3.6-27B is a dense 27-billion-parameter multimodal model in the Qwen3.6 series, supporting both vision-language thinking and non-thinking modes in a single unified checkpoint. The 64-layer language model uses a hybrid layout of 16 repeats of (3 × Gated DeltaNet → FFN, 1 × Gated Attention → FFN) with hidden dim 5120 and FFN intermediate 17408 — Gated DeltaNet has 48/16 heads for V/QK (head dim 128) and Gated Attention has 24/4 heads for Q/KV (head dim 256). It supports a native 262,144-token context extensible to ~1,010,000 via YaRN and is trained with multi-token prediction. The release delivers flagship-level agentic coding, surpassing the previous-generation open-source flagship Qwen3.5-397B-A17B (397B total / 17B active) on every major coding benchmark including SWE-bench Verified (77.2), SWE-bench Pro (53.5), Terminal-Bench 2.0 (59.3), and SkillsBench (48.2), and reaches 87.8 on GPQA Diamond. Released as open weights under Apache 2.0; accessible via Qwen Studio with the Alibaba Cloud Model Studio API coming soon.

रिलीज़ तिथि
2026-04-22
पैरामीटर
27.8B
संदर्भ लंबाई
262K
मोडैलिटीज़
image, text, video

क्षमता रडार

41
general
37
coding
84
reasoning
56
scienceअनुमानित
60
agents
80
multimodal

समर्पित विज्ञान बेंचमार्क उपलब्ध न होने पर Science तर्क प्रॉक्सी का उपयोग करके अनुमान लगाता है।

रैंकिंग

डोमेन#रैंकस्कोरस्रोत
Agents & Tools42
58.0
LS
Code Ranking65
68.0
AA
General Ranking40
80.0
AA
Multimodal Ranking16
86.0
LS
Reasoning30
81.0
LS
Science61
68.0
AA

बेंचमार्क स्कोर (LLM Stats)

Agents

QwenWebBench1487.00 / 2000स्वयं
AndroidWorld70.3%स्वयं
Claw-Eval60.6%स्वयं
Terminal-Bench 2.059.3%स्वयं
SWE-Bench Pro53.5%स्वयं
ZClawBench53.4%स्वयं
SkillsBench48.2%स्वयं
NL2Repo36.2%स्वयं

Biology

GPQA87.8%स्वयं

Chemistry

SuperGPQA66.0%स्वयं

Code

SWE-Bench Verified77.2%स्वयं
SWE-bench Multilingual71.3%स्वयं

Embodied

EmbSpatialBench0.85 / 100स्वयं

Finance

MMLU-Pro86.2%स्वयं

General

MMLU-Redux93.5%स्वयं
C-Eval91.4%स्वयं
LiveCodeBench v683.9%स्वयं
MMMU82.9%स्वयं
MMStar81.4%स्वयं
MMMU-Pro75.8%स्वयं
SimpleVQA0.56 / 100स्वयं

Grounding

RefCOCO-avg0.93 / 100स्वयं
RefSpatialBench0.70 / 100स्वयं

Healthcare

VideoMMMU84.4%स्वयं

Image To Text

OCRBench89.4%स्वयं

Long Context

MLVU86.6%स्वयं

Math

AIME 202694.1%स्वयं
HMMT 202593.8%स्वयं
HMMT2590.7%स्वयं
MathVista-Mini87.4%स्वयं
DynaMath85.6%स्वयं
HMMT Feb 2684.3%स्वयं
IMO-AnswerBench80.8%स्वयं
Humanity's Last Exam24.0%स्वयं

Multimodal

VLMsAreBlind97.0%स्वयं
V*94.7%स्वयं
MMBench-V1.192.3%स्वयं
VideoMME w sub.87.7%स्वयं
CC-OCR81.2%स्वयं
CharXiv-R78.4%स्वयं
MVBench75.5%स्वयं

Reasoning

CountBench0.98 / 100स्वयं
ERQA62.5%स्वयं

Spatial Reasoning

RealWorldQA84.1%स्वयं

AA मूल्यांकन सूचकांक

Intelligence Index
45.8
Coding Index
36.5
Tau2
0.9
Gpqa
0.8
Lcr
0.7
Ifbench
0.7
Scicode
0.4
Terminalbench Hard
0.3
Hle
0.2

LLM Stats श्रेणी स्कोर

Biology
90
Language
90
Long Context
90
Spatial Reasoning
80
Structured Output
80
Text-to-image
80
Video
80
Vision
80
Chemistry
80
Embodied
80
Finance
80
Frontend Development
80
General
80
Grounding
80
Healthcare
80
Legal
80
Math
80
Multimodal
80
Physics
80
Reasoning
80
Code
70
Economics
70
Image To Text
70
Tool Calling
60
Agents
50
Coding
50

मूल्य निर्धारण

इनपुट मूल्य$0.6 / 1M tokens
आउटपुट मूल्य$3.6 / 1M tokens
मिश्रित मूल्य (3:1)$1.35 / 1M tokens

गति

टोकन/सेकंड67.7 tokens/s
पहले टोकन में देरी1.45s
पहले उत्तर में देरी31.00s

उपलब्ध प्रदाता

(LS आंतरिक इकाइयाँ)
प्रदाताइनपुट मूल्यआउटपुट मूल्य
Novita600K3.6M

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