BlogLLM Benchmark Scores as Published, Side by Side

Qwen3.6-27B: Benchmark Scores as Published

Every result the catalog holds for Qwen3.6-27B: 63 tests in 9 areas, from 4 pages. All were printed by Alibaba itself. Each number is as printed; nothing is ranked or rescored.

Developer AlibabaReleased 2026-04-22Context window 262KInput Text, image, videoOutput TextWeights Open (Apache 2.0)Data version 2026103001, as of 2026-10-30

Knowledge Work

TestValuePrinted bySetup as printed
JobBench21.8Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-
CoWorkBench61Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-

Agentic Coding

TestValuePrinted bySetup as printed
SWE-bench Verified77.2%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15Harness: internal scaffold; Context: 200000
SWE-Bench Pro53.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
Terminal-Bench 2.163.4%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Harness: Terminus
DeepSWE v1.113.3%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Harness: Claude Code
SWE-bench Multilingual71.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15Harness: internal scaffold; Context: 200000
Terminal-Bench 2.059.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15Harness: Harbor/Terminus-2; Context: 256000
NL2Repo-Bench36.2Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: Claude Code (baselines)
QwenSWEBench49.3Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Harness: Claude Code
SWE-MM25.7%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Harness: Claude Code

Science and Math

TestValuePrinted bySetup as printed
GPQA Diamond87.8%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
HMMT February 202593.8%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
IMO-AnswerBench80.8%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
AIME 202694.1%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
HMMT November 202590.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
HMMT February 202684.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-

Computer Use

TestValuePrinted bySetup as printed
OSWorld-Verified63.9%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-
AndroidWorld70.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
RecreationBench29.8%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-
WebArena-Verified48.8%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-

Multimodal Understanding

TestValuePrinted bySetup as printed
CharXiv Reasoning (no tools)78.4%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
MMMU-Pro75.8%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
MMMU (validation)82.9%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
MathVision85.1%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Tools: none
MathVista (testmini)87.4%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
OmniDocBench 1.589.4%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-
Video-MMMU84.4%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
OCRBench89.4%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
MMStar81.4%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
BabyVision (no tools)28.9%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Tools: none
ERQA62.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
SimpleVQA56.1%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
Video-MME (with subtitles)87.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
RealWorldQA84.1%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
V* Bench (tool setting not stated)94.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
CC-OCR81.2%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
MMBench-EN dev v1.192.3%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
CountBench97.8%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
DynaMath85.6%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
EmbSpatial-Bench84.6%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
MLVU86.6%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
MVBench75.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
RefSpatial-Bench70%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
RefCOCO (average)92.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
VLMs are Blind97%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-

General Knowledge and Reasoning

TestValuePrinted bySetup as printed
Humanity's Last Exam (no tools)24%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
MMLU-Pro86.2%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
MMLU-Redux93.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
C-Eval91.4%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
SuperGPQA66%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-

Code Generation

TestValuePrinted bySetup as printed
LiveCodeBench v683.9%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page-
QwenWebBench rating1487Alibaba, Qwen3.6-27B model cardchecked 2026-10-15-
Vision2Web45%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Harness: Claude Code

Tool Use and Workflows

Instruction Following

TestValuePrinted bySetup as printed
IFBench69.1Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-

Price

API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked. Cost per task is measured by Vals AI.

PriceValuePrinted bySetup as printed
Input$0.412564Alibaba, Alibaba Model Studio pricingchecked 2026-10-15-
Output$2.475384Alibaba, Alibaba Model Studio pricingchecked 2026-10-15-
Cost per taskVals AI, USD, lower is better$4.66Vals AI, Vibe Code Bench v1.1 leaderboardchecked 2026-10-27Harness: OpenHands

More from Alibaba

Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.