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Step 3.5 Flash

StepFun · 2026-02-02 · 199.4B parameters

Step 3.5 Flash is StepFun's open-weight language reasoning model released in February 2026. It is marketed as a 196.81B sparse Mixture-of-Experts model with about 11B parameters active per token; the complete released checkpoint contains 199,384,301,376 parameters. It supports a 256K-token context window and targets mathematical reasoning, software engineering, deep research, and agentic tool use.

Benchmark scores

BenchmarkScore
AA-LCR43.0
AA-LCR v1.150.0
AA-Omniscience Index-41.8
AIME 2025 (MathArena repeated-run mean)98.3
AIME 202696.7
Apex (MathArena)13.5
Apex Shortlist70.7
Arena Text — Business, Management & Financial Ops (No Style Control)1394
Arena Text — Chinese (No Style Control)1446
Arena Text — Creative Writing (No Style Control)1357
Arena Text — English (No Style Control)1417
Arena Text — Entertainment, Sports & Media (No Style Control)1360
Arena Text — Exclude Ties (No Style Control)1384
Arena Text — Exclude Ties (Style Controlled)1371
Arena Text — Expert (No Style Control)1422
Arena Text — French (No Style Control)1421
Arena Text — French (Style Controlled)1413
Arena Text — German (No Style Control)1405
Arena Text — Hard Prompts (No Style Control)1411
Arena Text — Hard Prompts English (No Style Control)1421
Arena Text — Instruction Following (No Style Control)1385
Arena Text — Japanese (No Style Control)1353
Arena Text — Korean (No Style Control)1350
Arena Text — Legal & Government (No Style Control)1408
Arena Text — Life, Physical & Social Science (No Style Control)1415
Arena Text — Longer Query (No Style Control)1402
Arena Text — Medicine & Healthcare (No Style Control)1409
Arena Text — Multi-turn (No Style Control)1405
Arena Text — Non-English (No Style Control)1385
Arena Text — Non-English (Style Controlled)1374
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