Reka Edge Behavioral Fingerprint

How rekaai's Reka Edge answers one-word probe questions at temperature 1.0 — random numbers, colors, animals, coin flips — measured over 370 valid samples in the open dataset of "One Token Is Enough" (arXiv:2607.10252).

Vendor

rekaai

Data generated

2026-07-08

Probe cells

13

Valid samples

370

Randomness score

56 / 100

Mean normalized entropy across cells, 0–100. 100 would be a uniform-random baseline; real models score far lower.

Signature answers

Favorite random number (1–100)

85

5 / 30 answers

Favorite color

blue

17 / 30 answers

Coin flip: heads

69%

Share of heads across coin-flip cells.

Answer distributions by probe cell

Empirical distributions of normalized one-word answers, per task and language. H is the Shannon entropy in bits; the uniform baseline is log2 of the answer-domain size.

Coin flip · English

n = 28 · H = 0.94 bit · uniform baseline 1.00 bit

AnswerCountShare
tails1864.3%
heads1035.7%

Coin flip · Chinese

n = 30 · H = 0.00 bit · uniform baseline 1.00 bit

AnswerCountShare
heads30100.0%

Favorite number · English

n = 30 · H = 3.34 bit · uniform baseline 13.29 bit

AnswerCountShare
5620.0%
4516.7%
3413.3%
7413.3%
926.7%
2326.7%
013.3%
113.3%

+ 5 more answers

Favorite number · Chinese

n = 30 · H = 2.68 bit · uniform baseline 13.29 bit

AnswerCountShare
6930.0%
8620.0%
1413.3%
5413.3%
7310.0%
326.7%
413.3%
1013.3%

Random animal · English

n = 28 · H = 3.52 bit · uniform baseline 5.64 bit

AnswerCountShare
giraffe517.9%
elephant517.9%
fox310.7%
tiger27.1%
zebra27.1%
dog27.1%
llama27.1%
bear13.6%

+ 6 more answers

Random city · English

n = 28 · H = 4.16 bit · uniform baseline 5.64 bit

AnswerCountShare
new414.3%
paris27.1%
miami27.1%
boston27.1%
berlin27.1%
atlanta27.1%
madrid13.6%
houston13.6%

+ 12 more answers

Random city · Chinese

n = 16 · H = 3.88 bit · uniform baseline 5.64 bit

AnswerCountShare
伦敦212.5%
慕尼黑16.3%
之一16.3%
这个世界16.3%
美丽16.3%
milwaukee16.3%
小镇16.3%
旧金山16.3%

+ 7 more answers

Random color · English

n = 30 · H = 1.85 bit · uniform baseline 4.91 bit

AnswerCountShare
blue1756.7%
green620.0%
yellow310.0%
red26.7%
pink13.3%
white13.3%

Random letter · English

n = 30 · H = 3.67 bit · uniform baseline 4.70 bit

AnswerCountShare
t516.7%
a516.7%
b413.3%
d26.7%
l26.7%
q26.7%
e13.3%
u13.3%

+ 8 more answers

Random number 1-10 · English

n = 30 · H = 2.50 bit · uniform baseline 3.32 bit

AnswerCountShare
5826.7%
6620.0%
4516.7%
7516.7%
3310.0%
8310.0%

Random number 1-10 · Chinese

n = 30 · H = 2.24 bit · uniform baseline 3.32 bit

AnswerCountShare
71136.7%
8723.3%
6620.0%
4310.0%
526.7%
913.3%

Random number 1-100 · English

n = 30 · H = 4.09 bit · uniform baseline 6.64 bit

AnswerCountShare
85516.7%
45310.0%
1526.7%
2426.7%
4226.7%
8226.7%
3413.3%
3813.3%

+ 12 more answers

Random number 1-100 · Chinese

n = 30 · H = 4.06 bit · uniform baseline 6.64 bit

AnswerCountShare
78413.3%
68310.0%
98310.0%
6626.7%
7026.7%
7526.7%
8926.7%
5213.3%

+ 11 more answers

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Data source & license

Distributions: Tomáš Bruckner, "One Token Is Enough" (arXiv:2607.10252), official dataset Zenodo DOI 10.5281/zenodo.21278557, licensed CC-BY-4.0. Collected via OpenRouter at temperature 1.0 under the paper's fixed minimal one-word system prompt; answer keys are re-normalized with the checker's pipeline (color aliases, number words, coin h/t) so live probes are directly comparable.

Paper on arXivDataset on ZenodoCC-BY-4.0 license

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Reka Edge Behavioral Fingerprint — Favorite Random Numbers & Distribution | Tosea.ai