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StepFun: Step 5 Preview

stepfun/step-5-preview · StepFunTokenizer lineage measured
Tokenizer lineage (measured)
DeepSeek
Entered catalogue
8 October 2026
Last tested
8 October 2026
Evidence confidence
High

Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet.

Evidence
  • ✓ exact tokenizer signature shared with 13 models

Identity statement

StepFun: Step 5 Preview is StepFun's model. Its measured tokenizer sits with the DeepSeek group, which is evidence that it builds on the DeepSeek tokenizer. Tokenizer reuse is normal engineering, open vocabularies travel between labs, and this says nothing against StepFun's authorship of the model itself.

Verification note

Checked against the primary artefacts, 8 October 2026

Measured on 8 October 2026. Step 5 Preview counts tokens exactly as DeepSeek V4 Pro, V4 Flash and the rest of DeepSeek's current line do on all 50 strings, as StepFun's Step 3.5 Flash and Step 3.7 Flash already did. StepFun's flagship keeps DeepSeek's vocabulary.

Step 5 Preview on OpenRouter

What we checked

Four different kinds of evidence, and what each one showed
We checkedWhat we foundWhere it came from
How it counts tokensCounts every one of the 50 test strings exactly like 13 other modelstk_73c4f0dc
How its API is set upA combination of settings no other listing in the catalogue usesapi_50829359
How much it can read and writeReads up to 1,000,000 tokens at once, writes up to 64,000its own listing
Whether it thinks before answeringAlways reasons, and cannot be turned off, at high, medium, low, medium by defaultits own listing
Who served our requestsStepFunwe measured it, 8 October 2026

Shares this fingerprint

Exact signature first; template-boundary shifts of the same signature beneath

Closest measured models

Agreement across the mutually clean test strings

Click a row to open the full comparison.

The measured fingerprint

What each test string cost this model, in tokens

We sent StepFun: Step 5 Preview fifty short pieces of text and recorded what each one cost it in tokens. The bars below are those costs. Two models built on the same tokenizer produce the same bars; a model built on a different one produces a different set, which is what makes this a fingerprint.

All 50 rows

English and whitespace

en-prose14
en-long16
spaces-203
spaces-603
tabs-204
newlines-204
mixed-ws7

Digits

digits-93
digits-124
digits-3010
digits-sep7
float-long9

CJK

zh-common9
zh-long10
zh-rare18
ja-kana9
ja-kanji11
ko13

Other scripts

ru13
ar10
he14
hi18
th11
el16

Emoji

emoji-basic10
emoji-skin14
emoji-zwj-family11
emoji-zwj-x333
emoji-flags16
emoji-prof19

Rare Unicode

math22
boxdraw27
combining10
cjk-ext-b16
surrogates33
zalgo36
rtl-mix6

Code

py-code25
py-indent15
json20
html16
regex47
camel7
snake8

Repetition and encodings

rare-word-x526
repeat-tok41
base6434
hex12
url17
uuid27

Overhead subtracted: 11 prompt tokens.

Declared record

What the catalogue claims about this model

Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture (27B active / 600B total parameters). It performs strongly in software engineering and professional...

Modalities
text+image+video->text
Declared tokenizer
Other
Prompt price
$1.00 / M tokens
Completion price
$2.70 / M tokens

Supported parameters

frequency_penaltyinclude_reasoninglogprobsmax_tokensreasoningreasoning_effortresponse_formatstopstructured_outputstemperaturetoolstop_logprobstop_p

defaults: {"temperature":null,"top_p":null,"top_k":null,"frequency_penalty":null,"presence_penalty":null,"repetition_penalty":null}

Catalogue entry

History

Every observation, kept as taken
  • 8 October 2026Enters the OpenRouter catalogue with no declared family.
  • 8 October 2026Fingerprinted in the YFarmX catalogue sweep · 50 of 50 strings measured clean.
  • 8 October 2026YFarmX assessment: consistent with the DeepSeek family, high confidence.