AI Desk · Model Identity · Evidence object

Tokenizer signature tk_856fd527

An exact tokenizer signature: every model listed below returned the same marginal prompt-token count on all 50 test strings. Sharing a signature is strong evidence of a shared vocabulary. This signature sits in the Tencent · group B group.

Members
1
First observed
21 August 2026
Last observed
21 August 2026
Group
Tencent · group B

Models with this signature

The measured vector

Marginal prompt-token cost per string, as measured on Tencent: Hunyuan A13B Instruct
All 50 rows

English and whitespace

en-prose14
en-long16
spaces-203
spaces-603
tabs-203
newlines-204
mixed-ws5

Digits

digits-99
digits-1212
digits-3030
digits-sep12
float-long22

CJK

zh-common9
zh-long10
zh-rare18
ja-kana13
ja-kanji13
ko19

Other scripts

ru16
ar25
he24
hi32
th25
el28

Emoji

emoji-basic10
emoji-skin19
emoji-zwj-family11
emoji-zwj-x333
emoji-flags24
emoji-prof22

Rare Unicode

math29
boxdraw26
combining6
cjk-ext-b13
surrogates40
zalgo35
rtl-mix11

Code

py-code25
py-indent15
json25
html16
regex44
camel5
snake6

Repetition and encodings

rare-word-x531
repeat-tok22
base6436
hex17
url19
uuid36

Method: tokenizer fingerprinting, v1-50. Raw data: fingerprints.json · index.json · test-strings.json.