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Z.ai: GLM 5.3 Flash

z-ai/glm-5.3-flash · Z.aiTokenizer lineage measured
Tokenizer group (measured)
Z.ai
Entered catalogue
26 August 2026
Last tested
5 October 2026
Evidence confidence
High

Why high: an exact fingerprint shared with 8 models.

Evidence
  • ✓ exact tokenizer signature shared with 8 models

Identity statement

Z.ai: GLM 5.3 Flash is Z.ai's model, and its measured tokenizer sits in Z.ai's own signature group alongside its sibling models. Measured models from Aion Labs carry the same vocabulary, which reads as reuse of Z.ai's tokenizer line and questions nobody's authorship; they are listed under "Shares this fingerprint" below.

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 8 other modelstk_133b086c
How its API is set upA combination of settings no other listing in the catalogue usesapi_8d90b7bc
How much it can read and writeReads up to 1,048,576 tokens at once, writes up to 943,717its own listing
Whether it thinks before answeringAlways reasons, and cannot be turned off, at max, high, low, max by defaultits own listing
Who served our requestsRelacewe measured it, 5 October 2026
Measured twiceThe 5 October 2026 reading agreed with the 3 September 2026 reading on every one of the 50 strings clean in both: the tokenizer behind this name held.50/50 agree

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 Z.ai: GLM 5.3 Flash 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-203
newlines-204
mixed-ws5

Digits

digits-95
digits-127
digits-3010
digits-sep9
float-long14

CJK

zh-common9
zh-long10
zh-rare18
ja-kana10
ja-kanji14
ko17

Other scripts

ru13
ar13
he24
hi27
th24
el14

Emoji

emoji-basic5
emoji-skin10
emoji-zwj-family7
emoji-zwj-x321
emoji-flags24
emoji-prof15

Rare Unicode

math27
boxdraw28
combining10
cjk-ext-b13
surrogates40
zalgo22
rtl-mix8

Code

py-code25
py-indent15
json21
html16
regex44
camel5
snake6

Repetition and encodings

rare-word-x531
repeat-tok22
base6435
hex14
url17
uuid28

Overhead subtracted: 12 prompt tokens.

Declared record

What the catalogue claims about this model

GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context behavior while...

Modalities
text+image+video->text
Declared tokenizer
Other
Prompt price
$0.15 / M tokens
Completion price
$0.50 / M tokens

Supported parameters

frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_pparallel_tool_callspresence_penaltyreasoningreasoning_effortrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

defaults: {"temperature":1,"top_p":0.95}

Catalogue entryWeights on Hugging Face

History

Every observation, kept as taken
  • 26 August 2026Enters the OpenRouter catalogue with no declared family.
  • 3 September 2026Fingerprinted in the YFarmX catalogue sweep · 50 of 50 strings measured clean.
  • 5 October 2026Fingerprinted again, to check the reading held · 50 of 50 strings measured clean.
  • 5 October 2026YFarmX assessment: consistent with the Z.ai family, high confidence.