Benchmark Almanac

STEP3-VL-10B

STEP3-VL-10B ranks first on MMBench.

StepFun Released 13 Jan 2026 Family Step 3 The lab's model card
68
Benchmarks with a score
1
Ranked first, out of five or more models
5
In the top three
StepFun Jan 2026

STEP3-VL-10B

Open weights Small

No Epoch Capabilities Index score yet
  • IFBench 43.3% #65 /70
  • MMMU-Pro 64.1% #50 /72
  • SimpleVQA 53.1% #22 /23

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

BenchmarkScoreRankSource
WildBench 86.0 #1 of 4 Model card
MM-IFEval 61.9% #1 of 3 Model card
MultiChallenge 62.6% #14 of 36 Model card
HallusionBench 64.9% #9 of 23 Model card
MMLU-Pro 76% #97 of 151 Model card
Arena-Hard v2.0 58.6% #17 of 24 Model card
IFEval 82.2% #91 of 126 Model card
Humanity's Last Exam 10.7% #131 of 147 Model card
IFBench 43.3% #65 of 70 Model card
SimpleVQA 53.1% #22 of 23 Model card
SuperGPQA 50.4% #25 of 26 Model card

Math and science

BenchmarkScoreRankSource
AIME 2024 90.9% #16 of 87 Model card
AIME 2025 87.7% #63 of 143 Model card
GPQA Diamond 70.8% #168 of 284 Model card
Beyond AIME 63.2% #9 of 14 Model card
CNMO 2024 78.2% #4 of 6 Model card
HMMT 2025 78.2% #36 of 49 Model card
IMO-AnswerBench 62.1% #37 of 37 Model card
PhyX 59.5% #3 of 3 Model card

Coding

BenchmarkScoreRankSource
LiveCodeBench 75.8% #17 of 73 Model card
LiveCodeBench v6 75.8% #39 of 76 Model card
Design2Code 79.5 #2 of 2 Model card
HumanEval-V 66% #1 of 1 Model card

Agents and tools

BenchmarkScoreRankSource
ScreenSpot-v2 92.6% #8 of 14 Model card
OSWorld-G 59% #3 of 5 Model card
ScreenSpot-Pro 51.5% #22 of 25 Model card
MMBench-GUI 81.5% #1 of 1 Model card

Professional work

BenchmarkScoreRankSource
HealthBench 44.7% #29 of 30 Model card

Vision, audio and robotics

BenchmarkScoreRankSource
MMBench 92% #1 of 9 Model card
MMMU 78.1% #23 of 97 Model card
ReMI 67.3% #1 of 4 Model card
MathVista 84% #18 of 64 Model card
MM-MT-Bench 8.14 #2 of 6 Model card
BLINK 66.8% #10 of 28 Model card
AI2D 89.3% #16 of 44 Model card
MMStar 77.5% #12 of 30 Model card
MathVerse 75.7% #5 of 12 Model card
OCRBench 86.8% #13 of 28 Model card
LogicVista 66.9% #6 of 12 Model card
All-Angles Bench 57.2% #3 of 6 Model card
We-Math 73% #6 of 11 Model card
MATH-Vision (MathVision) 70.8% #23 of 42 Model card
OmniSpatial 51.6% #3 of 5 Model card
DynaMath 56.4% #11 of 17 Model card
RealWorldQA 74.4% #20 of 30 Model card
MindCube 62.8% #2 of 3 Model card
MMMU-Pro 64.1% #50 of 72 Model card
CountBench 88.8% #15 of 20 Model card
MMSI-Bench 32.2% #4 of 5 Model card
CVBench 83.5% #9 of 11 Model card
CharXiv 59.5% #58 of 67 Model card
ERQA 48.9% #23 of 26 Model card
V* 82.8% #11 of 12 Model card
ZeroBench 1.00% #25 of 25 Model card
VisuLogic 29.7% #7 of 7 Model card
MMVP 68.2% #5 of 5 Model card
CountQA 33.7% #3 of 3 Model card
MIA-Bench 92% #2 of 2 Model card
PixMo-Count 70.8% #2 of 2 Model card
ViewSpatial-Bench 46.1% #2 of 2 Model card
CoreCognition 66.7% #1 of 1 Model card
CSVQA 63.3% #1 of 1 Model card
Do You See Me 67.5% #1 of 1 Model card
M3GIA 78.4% #1 of 1 Model card
OmniAI OCR Benchmark 77% #1 of 1 Model card
SpatialViz-Bench 45.5% #1 of 1 Model card
STARE 61.8% #1 of 1 Model card

Other

BenchmarkScoreRankSource
LiveBench 69.7% #12 of 27 Model card

Its launch post

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

Its system card

Every result in the longer documents the lab published with it. 52 of them aren't in the launch post.

Health

Hallucination