Language

Step 3.5 Flash

By StepFun, in the Step family.

Released
Jan 2026
Status
Legacy
Context
262.1K
Max output
—
Input per 1M tokens
$0.10
Output per 1M tokens
$0.30
Open weights
Yes
License
apache-2.0
Parameters
196B, 11B active
Knowledge cutoff
—
Reasoning
Yes
Modalities
text → text

Category scores

Out of 100, from independent and third-party results only, by method category-2026-09-29.1.

Category scores
CategoryScoreRankCoverage
Human preference49.0Not ranked1 of 5

Benchmark results

Every result we hold for this model, with who ran it and where it was published.

Knowledge & reasoning

Knowledge & reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Humanity's Last Exam (HLE)Accuracy23.1%Self-reported——Step 3.5 Flash Paper via Hugging Face Community Evals
MMLU-ProAccuracy84.4%Self-reported——Step 3.5 Flash Paper via Hugging Face Community Evals

Scientific reasoning

Scientific reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
GPQA DiamondAccuracy83.5%Self-reported——Step 3.5 Flash Paper via Hugging Face Community Evals

Human preference

Human preference results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Text Arena (arena.ai)Arena score (Elo scale)1393Independent—25 Sep 2026Arena
Text Arena (arena.ai)Votes60243Independent—25 Sep 2026Arena

Other Step versions

Sources