Qwen3-VL-235B-A22B

Qwen3-VL-235B-A22B ranks first on 5 of the 84 benchmarks it has scores on.

Qwen Released 23 Sep 2025 Family Qwen3-VL The lab's model card

Benchmarks with a score

Ranked first, out of five or more models

In the top three

Qwen Sep 2025

Qwen3-VL-235B-A22B

Open weights Flagship

No Epoch Capabilities Index score yet

MMMU-Pro 69.3% #43 /72
SimpleVQA 61.3% #18 /23
ERQA 52.5% #20 /26

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

Benchmark	Score	Rank	Source
MMLU	90.6%	#8 of 127	Model card
WritingBench	86.7	#2 of 14	Model card
Creative Writing v3	85.7	#2 of 12	Model card
MMBench-CN v1.1	88.6%	#1 of 5	Model card
Multi-IF	79.1%	#7 of 28	Model card
Arena-Hard v2.0	74.8%	#6 of 24	Model card
MMLU-Redux	93.7%	#10 of 38	Model card
MMLU-Pro	83.8%	#40 of 151	Model card
SimpleQA	44.4%	#16 of 59	Model card
HallusionBench	66.7%	#7 of 23	Model card
IFEval	88.2%	#45 of 126	Model card
LMArena (Elo)	1,395	#135 of 333	Official leaderboard
INCLUDE	80%	#11 of 25	Model card
MMLU-ProX	80.6%	#8 of 17	Model card
SuperGPQA	64.3%	#15 of 26	Model card
SimpleVQA	61.3%	#18 of 23	Model card
Humanity's Last Exam	13.6%	#121 of 147	Model card
SIFo	77.3%	#1 of 1	Model card

Math and science

Benchmark	Score	Rank	Source
ZebraLogic	97.3%	#1 of 23	Model card
HiPhO	62.8%	#8 of 35	Official leaderboard
AIME 2025	89.7%	#51 of 143	Model card
GPQA Diamond	77.1%	#128 of 284	Model card
PolyMath	57.8%	#9 of 18	Model card
HMMT 2025	77.4%	#37 of 49	Model card

Coding

Benchmark	Score	Rank	Source
Design2Code	93.4	#1 of 2	Model card
LiveCodeBench v6	70.1%	#47 of 76	Model card
Codeforces rating	1,964	#28 of 41	Model card
OJBench	27.5%	#10 of 12	Model card
ChartMimic	78.4	#1 of 1	Model card

Agents and tools

Benchmark	Score	Rank	Source
ScreenSpot	95.4%	#1 of 11	Model card
Berkeley Function Calling Leaderboard (BFCL)	71.9%	#17 of 47	Model card
OSWorld-G	68.3%	#2 of 5	Model card
SnakeBench	25	#81 of 183	Official leaderboard
OSWorld	38.1%	#6 of 12	Model card
ScreenSpot-Pro	61.8%	#17 of 25	Model card
AndroidWorld	62%	#14 of 18	Model card
Windows Agent Arena	32.1%	#4 of 5	Model card
GameWorld	31.4%	#10 of 12	Official leaderboard
MobileWorld	12.8%	#16 of 18	Official leaderboard

Vision, audio and robotics

Benchmark	Score	Rank	Source
Math-VR	66.8%	#1 of 26	Official leaderboard
DocVQA	96.5%	#2 of 33	Model card
MMMU	78.7%	#10 of 136	Official leaderboard
ChartQA	90.3%	#4 of 37	Model card
MuirBench	80.1%	#2 of 12	Model card
MM-MT-Bench	8.50	#1 of 6	Model card
MathVista	85.8%	#11 of 64	Model card
InfographicVQA	89.5%	#4 of 22	Model card
OCRBench v2	66.8%	#5 of 20	Model card
MathVerse	85%	#3 of 12	Model card
RefCOCO / RefCOCO+ / RefCOCOg	92.4%	#5 of 19	Model card
MMStar	78.7%	#9 of 30	Model card
BLINK	67.1%	#9 of 28	Model card
VideoMME v2 (with subtitles)	28.1%	#10 of 31	Official leaderboard
DynaMath	82.8%	#6 of 17	Model card
OCRBench	87.5%	#10 of 28	Model card
AI2D	89.2%	#17 of 44	Model card
EmbSpatialBench	84.3%	#4 of 10	Model card
MMBench-EN v1.1	90.6%	#7 of 17	Model card
LogicVista	72.2%	#5 of 12	Model card
ZeroBench	27.7%	#11 of 25	Model card
We-Math	74.8%	#5 of 11	Model card
RealWorldQA	81.3%	#14 of 30	Model card
MATH-Vision (MathVision)	74.6%	#20 of 42	Model card
CountBench	93.7%	#10 of 20	Model card
RefSpatial-Bench	69.9%	#4 of 8	Model card
MIA-Bench	92.7%	#1 of 2	Model card
MVBench	75.2%	#8 of 15	Model card
MLVU	83.8%	#9 of 16	Model card
CharXiv (DQ)	90.5%	#4 of 7	Model card
VisuLogic	34.4%	#4 of 7	Model card
Video-MME	79%	#25 of 42	Model card
MMMU-Pro	69.3%	#43 of 72	Model card
MMVU	71.1%	#12 of 20	Model card
MMLongBench-Doc	56.2%	#8 of 13	Model card
Vision Arena	1,189	#85 of 136	Official leaderboard
MADQA	60.3%	#10 of 16	Official leaderboard
V*	85.9%	#8 of 12	Model card
Charades-STA	63.5%	#2 of 3	Model card
VisualPuzzles	57.2%	#2 of 3	Model card
Video-MMMU	80%	#21 of 30	Model card
BabyVision	22.2%	#19 of 27	Official leaderboard
CC-OCR	81.5%	#6 of 8	Model card
VSI-Bench	60%	#3 of 4	Model card
LVBench	63.6%	#19 of 25	Model card
ERQA	52.5%	#20 of 26	Model card
GeoBench	59%	#37 of 48	Official leaderboard
ODinW-13	43.2%	#7 of 9	Model card
CharXiv	66.1%	#53 of 67	Model card
SUNRGBD	34.9	#4 of 5	Model card
VLMs Are Blind	79.5%	#7 of 8	Model card
Hypersim	11.0	#3 of 3	Model card
ARKitScenes	53.7%	#1 of 1	Model card
MathVision-Wildphoto	63.8%	#1 of 1	Model card
RoboSpatial-Home	73.9%	#1 of 1	Model card

Other

Benchmark	Score		Rank	Source
LiveBench	79.6%		#2 of 27	Model card

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.

Qwen3-VL launch post (qwen.ai blog) 23 Sep 2025

MMMU_VAL 80.6
MMMU_Pro 69.3
MathVista_mini 85.8
MathVision 74.6
MathVerse_mini 85
Best of ZEROBench 4.0 / ZEROBench_Sub 27.7 27.7
VisuLogic 34.4
MMBench_EN_V1.1_dev 90.6
RealWorldQA 81.3
MMStar 78.7
SimpleVQA 61.3
HallusionBench 66.7
MM_MT_Bench 8.5
MIABench 92.7
MMLongBench-Doc 56.2
DocVQA_TEST 96.5
InfoVQA_TEST 89.5
AI2D_TEST 89.2
OCRBench 875.0 (out of 1000) 87.5
OCRBenchV2 (en/ch) 66.8 / 63.5 66.8
CC_OCR 81.5
CharXiv(RQ) 66.1
RefCOCO-avg 92.4
CountBench 93.7
ODinW13 43.2
ARKitScenes 53.7
Hypersim 11
SUNRGBD 34.9
Objectron 71.2
BLINK 67.1
MUIRBENCH 80.1
ERQA 52.5
EmbSpatialBench 84.3
RefSpatialBench 69.9
RoboSpatialHome 73.9
VideoMME(w/o sub) 79
MLVU 83.8
LVBench 63.6
CharadesSTA 63.5
VideoMMMU 80
ScreenSpot 95.4
ScreenSpot Pro 61.8
OSWorldG 68.3
OSWorld 38.1
Design2Code 93.4
MMLU 90.6
MMLU-Pro 83.8
MMLU-Redux 93.7
SuperGPQA 64.3
SimpleQA 44.4
AIME25 89.7
HMMT25 77.4
LCB v6 70.1
ZebraLogic 97.3
LiveBench1125 79.6
HLE 13.6
SIFO (SIFO-multiturn 71.1) 77.3
IFEval 88.2
Creative Writing v3 85.7
WritingBench 86.7
BFCL 71.9
MultiIF 79.1
MMLU-ProX 80.6
INCLUDE 80

Its system card

Every result in the longer documents the lab published with it. 25 of them aren't in the launch post.

Qwen3-VL Technical Report 26 Nov 2025

Capabilities

MMMU 80.6
MMMU-Pro 69.3
MathVista 85.8
MATH-Vision (MathVision) 74.6
MathVision-Wildphoto 63.8
We-Math 74.8
MathVerse 85
DynaMath 82.8
Math-VR 66.8
ZeroBench 4
VLMs Are Blind 79.5
LogicVista 72.2
VisuLogic 34.4
VisualPuzzles 57.2
MMBench-EN v1.1 88.8
MMBench-CN v1.1 88.6
RealWorldQA 81.3
MMStar 78.7
SimpleVQA 61.3
HallusionBench 66.7
MM-MT-Bench 8.5
MIA-Bench 92.7
DocVQA 96.5
InfographicVQA 89.5
AI2D 89.2
ChartQA 90.3
OCRBench 87.5
OCRBench v2
CC-OCR 81.5
OmniDocBench
CharXiv (DQ) 90.5
CharXiv 66.1
MMLongBench-Doc 56.2
RefCOCO / RefCOCO+ / RefCOCOg 92.1
CountBench 93.7
ODinW-13 43.2
ARKitScenes 53.7
Hypersim 11
SUNRGBD 34.9
ERQA 52.5
VSI-Bench 60
EmbSpatialBench 84.3
RefSpatial-Bench 69.9
RoboSpatial-Home 73.9
BLINK 67.1
MuirBench 80.1
MVBench 75.2
Video-MME 79
MLVU 83.8
LVBench 63.6
Charades-STA 63.5
Video-MMMU 80
MMVU 71.1
V* 85.9
HR-Bench
Design2Code 93.4
ChartMimic 78.4
ScreenSpot-Pro 61.8
OSWorld-G 68.3
AndroidWorld 62
OSWorld 38.1
Windows Agent Arena 32.1
MMLU-Pro 83.8
MMLU-Redux 93.7
GPQA Diamond 77.1
SuperGPQA 64.3
AIME 2025 89.7
HMMT 2025 77.4
LiveBench 79.6
LiveCodeBench v6 70.1
Codeforces rating 1964
OJBench 27.5
IFEval 88.2
Arena-Hard v2.0 74.8
Creative Writing v3 85.7
WritingBench 86.7
Berkeley Function Calling Leaderboard (BFCL) 71.8
tau2-bench
Multi-IF 79.1
MMLU-ProX 80.6
INCLUDE 80
PolyMath 57.8