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Step 3.5 Flash 0202

Step 3.5 Flash 0202 is a StepFun open-weights reasoning model, released 2 Feb 2026. Its best configuration ranks #360 of 784 on the BenchLeader Index at 50.8 ±5.9, in the upper half. The ± is the point: 349 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in instruction following (64) and lowest in knowledge (43). At $0.150 per million tokens blended it is among the cheapest fifth of ranked models. Output speed of 145 tokens per second puts it in the fastest quarter, with a first answer in 17.1 s. Last measured 2 Feb 2026.stale: no new result in six months

Blended price
$0.150/M
$0.100 in · $0.300 out
Output speed
145 tok/s
measured by Artificial Analysis
First answer
17 s
Context
256k
Full answer
21 s
median, reasoning included
Cost per run
–
Released
2 Feb 2026
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index51
  2. Reasoning45
  3. Agents & tools58
  4. Knowledge43
  5. Instruction following64
  6. Long context50
  7. Composite48

Versions

StepFun has shipped 3 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.

ModelReleasedIndexRank
Step 3.7 Flash29 May 202651.5#342
Step 3.5 Flash2 Apr 202653.7#275
Step 3.5 Flash 0202this page2 Feb 202650.8#360

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarknot statedSource
GPQA Diamond (AA)not in index83.1%#161Artificial Analysis
Humanity's Last Exam (AA)not in index21.1%#209Artificial Analysis
CritPt2.5%#196Artificial Analysis

Agents & tools

Benchmarknot statedSource
Terminal-Bench Hard27.3%#125Artificial Analysis
τ²-Bench Telecom (AA)not in index94.4%#30Artificial Analysis

Instruction following

Benchmarknot statedSource
IFBench64.6%#107Artificial Analysis

Long context

Benchmarknot statedSource
AA-LCR50.0%#320Artificial Analysis

Composite

Benchmarknot statedSource
AA Intelligence Index v4.3.216.6#269Artificial Analysis

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0001–19.2 s
Summarize a 30-page report12,000 / 600$0.0014–21.2 s
Code edit6,000 / 1,500$0.0011–27.4 s
Agentic coding session60,000 / 4,000$0.0072–44.7 s
Structured extraction2,000 / 200$0.0003–18.5 s

More from StepFun

New this month

See also

Data as of 22 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Step 3.5 Flash 0202: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/step-3-5-flash-0202, data as of 22 Oct 2026.