Command R (08-2024) Behavioral Fingerprint

How Cohere's Command R (08-2024) answers one-word probe questions at temperature 1.0 — random numbers, colors, animals, coin flips — measured over 450 valid samples in the open dataset of "One Token Is Enough" (arXiv:2607.10252).

Vendor

Cohere

Data generated

2026-07-08

Probe cells

15

Valid samples

450

Randomness score

61 / 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)

47

2 / 30 answers

Favorite color

green

12 / 30 answers

Coin flip: heads

73%

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 = 30 · H = 0.88 bit · uniform baseline 1.00 bit

AnswerCountShare
heads2170.0%
tails930.0%

Coin flip · Chinese

n = 30 · H = 0.78 bit · uniform baseline 1.00 bit

AnswerCountShare
heads2376.7%
tails723.3%

Favorite number · English

n = 30 · H = 0.83 bit · uniform baseline 13.29 bit

AnswerCountShare
72686.7%
113.3%
213.3%
313.3%
513.3%

Favorite number · Chinese

n = 30 · H = 2.73 bit · uniform baseline 13.29 bit

AnswerCountShare
1826.7%
7620.0%
9516.7%
0310.0%
4310.0%
8310.0%
313.3%
513.3%

Random animal · English

n = 30 · H = 2.91 bit · uniform baseline 5.64 bit

AnswerCountShare
lion826.7%
cat723.3%
dog516.7%
koala310.0%
cow13.3%
fox13.3%
dolphin13.3%
bat13.3%

+ 3 more answers

Random animal · Chinese

n = 30 · H = 2.77 bit · uniform baseline 5.64 bit

AnswerCountShare
1033.3%
826.7%
310.0%
26.7%
13.3%
13.3%
老虎13.3%
鹿13.3%

+ 3 more answers

Random city · English

n = 30 · H = 4.03 bit · uniform baseline 5.64 bit

AnswerCountShare
paris413.3%
toronto310.0%
seattle310.0%
sydney310.0%
london26.7%
amsterdam26.7%
newark13.3%
prague13.3%

+ 11 more answers

Random city · Chinese

n = 30 · H = 3.46 bit · uniform baseline 5.64 bit

AnswerCountShare
北京826.7%
巴黎413.3%
上海310.0%
纽约310.0%
西雅图26.7%
東京13.3%
伦敦13.3%
波士顿13.3%

+ 7 more answers

Random color · English

n = 30 · H = 2.02 bit · uniform baseline 4.91 bit

AnswerCountShare
green1240.0%
red826.7%
blue620.0%
purple26.7%
yellow26.7%

Random color · Chinese

n = 30 · H = 2.81 bit · uniform baseline 4.91 bit

AnswerCountShare
930.0%
绿516.7%
413.3%
413.3%
310.0%
26.7%
13.3%
13.3%

+ 1 more answers

Random letter · English

n = 30 · H = 3.76 bit · uniform baseline 4.70 bit

AnswerCountShare
b413.3%
g310.0%
d310.0%
r310.0%
e26.7%
p26.7%
a26.7%
f26.7%

+ 7 more answers

Random number 1-10 · English

n = 30 · H = 2.90 bit · uniform baseline 3.32 bit

AnswerCountShare
6620.0%
3516.7%
7516.7%
5413.3%
8310.0%
9310.0%
226.7%
426.7%

Random number 1-10 · Chinese

n = 30 · H = 2.68 bit · uniform baseline 3.32 bit

AnswerCountShare
7930.0%
3620.0%
4413.3%
5413.3%
9310.0%
226.7%
613.3%
813.3%

Random number 1-100 · English

n = 30 · H = 4.57 bit · uniform baseline 6.64 bit

AnswerCountShare
4726.7%
5826.7%
7426.7%
9226.7%
9326.7%
313.3%
1213.3%
2213.3%

+ 17 more answers

Random number 1-100 · Chinese

n = 30 · H = 4.42 bit · uniform baseline 6.64 bit

AnswerCountShare
67310.0%
2326.7%
2426.7%
2826.7%
8726.7%
9826.7%
1713.3%
2513.3%

+ 15 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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