AI Desk · Model Identity · Evidence object
Tokenizer signature tk_fc5a4585
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 InclusionAI group.
- Members
- 5
- First observed
- 21 August 2026
- Last observed
- 3 September 2026
- Group
- InclusionAI
Models with this signature
inclusionAI: Ling-2.6-1Tinclusionai/ling-2.6-1tInclusionAIinclusionAI: Ling-2.6-flashinclusionai/ling-2.6-flashInclusionAIinclusionAI: Ling 3.0 Flashinclusionai/ling-3.0-flashInclusionAIinclusionAI: Ling 3.0 Flash Fininclusionai/ling-3.0-flash-finInclusionAIinclusionAI: Ring-2.6-1Tinclusionai/ring-2.6-1tInclusionAI
The measured vector
Marginal prompt-token cost per string, as measured on inclusionAI: Ling-2.6-1TAll 50 rows
English and whitespace
en-prose14
en-long16
spaces-203
spaces-603
tabs-205
newlines-2022
mixed-ws9
Digits
digits-99
digits-1212
digits-3030
digits-sep12
float-long22
CJK
zh-common9
zh-long10
zh-rare18
ja-kana10
ja-kanji13
ko12
Other scripts
ru15
ar14
he19
hi25
th15
el21
Emoji
emoji-basic10
emoji-skin20
emoji-zwj-family11
emoji-zwj-x333
emoji-flags16
emoji-prof20
Rare Unicode
math28
boxdraw30
combining5
cjk-ext-b16
surrogates40
zalgo36
rtl-mix9
Code
py-code26
py-indent18
json25
html16
regex45
camel5
snake6
Repetition and encodings
rare-word-x531
repeat-tok41
base6436
hex18
url19
uuid36
Method: tokenizer fingerprinting, v1-50.