Step3 VL 10B

Creator

StepFun

Released

2026-01-20

Intelligence

9.5

Artificial Analysis Index

Coding

Artificial Analysis Index

In $/1M

$0.00

input tokens

Out $/1M

$0.00

output tokens

Blended $/1M

$0.00

3:1 blended

Speed

0

tokens / sec

Profile

License, openness, and modality — the governance layer.

License

Apache 2.0

commercial OK

Weights

Open

downloadable

Modalities

Parameters

10B

total

STEP3-VL-10B is a lightweight open-source foundation model designed to redefine the trade-off between compact efficiency and frontier-level multimodal intelligence. Built on a unified, fully unfrozen pre-training strategy on 1.2T multimodal tokens integrating a language-aligned Perception Encoder with a Qwen3-8B decoder. Features Parallel Coordinated Reasoning (PaCoRe) to scale test-time compute for complex perceptual reasoning.

Capability profile

Category strength across 20 domains, via LLM Stats.

math
80vision
80general
80reasoning
80
healthcare
80multimodal
80communication
60
Via LLM Stats

Benchmark breakdown

Independent evaluation scores, normalized to 0–100.

GPQA Diamond
69
Humanity’s Last Exam
10
MMLU-Pro
SciCode
31
LiveCodeBench
MATH-500
AIME 2025
τ²-Bench (agentic)
16
Terminal-Bench Hard
5
IFBench
50
Via Artificial Analysis
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