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Step3-VL-10B

StepFun · 2026-01-14 · 10.2B parameters

Step3-VL-10B is StepFun's open-weight 10B-class vision-language model, pairing a 1.8B PE-lang visual encoder with an 8B Qwen3 language decoder; the complete released checkpoint contains 10,171,750,144 parameters. Released in January 2026, it targets multimodal reasoning across STEM, document understanding, and GUI interaction while using substantially less compute than much larger models. Its standard SeRe/default configuration uses 65,536 tokens, while the documented PaCoRe mode supports a maximum context of 131,072 tokens.

Benchmark scores

BenchmarkScore
AA-LCR0.0
AA-LCR v1.10.0
AA-Omniscience Index-59.0
Artificial Analysis Omniscience Accuracy13.3
Artificial Analysis Omniscience Hallucination Rate83.3
Artificial Analysis Openness Index41.7
Artificial Analysis Progress Index v1186
Capability134.8
CritPt (avg@5)0.0
GPQA Diamond (Artificial Analysis avg@5)69.0
Humanity's Last Exam (Text-Only)10.8
IFBench (Artificial Analysis avg@5)50.2
MATH-Vision76.0
MMMU Pro64.0
SciCode (Artificial Analysis avg@3)31.1
Terminal-Bench Hard5.3
τ²-bench (Telecom)16.1
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