Nemotron 3 Super Behavioral Fingerprint

How NVIDIA's Nemotron 3 Super answers one-word probe questions at temperature 1.0 — random numbers, colors, animals, coin flips — measured over 391 valid samples in the open dataset of "One Token Is Enough" (arXiv:2607.10252).

Vendor

NVIDIA

Data generated

2026-07-08

Probe cells

15

Valid samples

391

Randomness score

44 / 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)

42

25 / 27 answers

Favorite color

blue

8 / 27 answers

Coin flip: heads

54%

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 = 25 · H = 1.00 bit · uniform baseline 1.00 bit

AnswerCountShare
tails1352.0%
heads1248.0%

Coin flip · Chinese

n = 25 · H = 0.97 bit · uniform baseline 1.00 bit

AnswerCountShare
heads1560.0%
tails1040.0%

Favorite number · English

n = 26 · H = 1.17 bit · uniform baseline 13.29 bit

AnswerCountShare
421557.7%
71038.5%
313.8%

Favorite number · Chinese

n = 18 · H = 0.76 bit · uniform baseline 13.29 bit

AnswerCountShare
71477.8%
42422.2%

Random animal · English

n = 27 · H = 2.44 bit · uniform baseline 5.64 bit

AnswerCountShare
axolotl1555.6%
dolphin27.4%
octopus27.4%
fox13.7%
ox13.7%
flamingo13.7%
cuttlefish13.7%
kangaroo13.7%

+ 3 more answers

Random animal · Chinese

n = 28 · H = 2.53 bit · uniform baseline 5.64 bit

AnswerCountShare
企鹅1346.4%
斑马517.9%
长颈鹿27.1%
27.1%
鹿13.6%
13.6%
狐狸13.6%
蝴蝶13.6%

+ 2 more answers

Random city · English

n = 25 · H = 3.20 bit · uniform baseline 5.64 bit

AnswerCountShare
paris832.0%
cairo416.0%
lisbon28.0%
tokyo28.0%
berlin14.0%
portland14.0%
arequipa14.0%
ulaanbaatar14.0%

+ 5 more answers

Random city · Chinese

n = 27 · H = 4.15 bit · uniform baseline 5.64 bit

AnswerCountShare
成都311.1%
paris311.1%
上海311.1%
乌鲁木齐27.4%
卡萨布兰卡13.7%
京都13.7%
哈尔滨13.7%
东京13.7%

+ 12 more answers

Random color · English

n = 27 · H = 2.55 bit · uniform baseline 4.91 bit

AnswerCountShare
blue829.6%
crimson725.9%
azure414.8%
cerulean414.8%
emerald13.7%
turquoise13.7%
teal13.7%
cyan13.7%

Random color · Chinese

n = 28 · H = 1.83 bit · uniform baseline 4.91 bit

AnswerCountShare
1760.7%
绿414.3%
27.1%
blue27.1%
27.1%
13.6%

Random letter · English

n = 27 · H = 2.06 bit · uniform baseline 4.70 bit

AnswerCountShare
m1451.9%
k622.2%
b27.4%
q27.4%
c13.7%
g13.7%
z13.7%

Random number 1-10 · English

n = 29 · H = 1.27 bit · uniform baseline 3.32 bit

AnswerCountShare
72069.0%
4620.7%
326.9%
513.4%

Random number 1-10 · Chinese

n = 25 · H = 1.54 bit · uniform baseline 3.32 bit

AnswerCountShare
71456.0%
4728.0%
3312.0%
514.0%

Random number 1-100 · English

n = 27 · H = 0.38 bit · uniform baseline 6.64 bit

AnswerCountShare
422592.6%
4727.4%

Random number 1-100 · Chinese

n = 27 · H = 0.95 bit · uniform baseline 6.64 bit

AnswerCountShare
422281.5%
73311.1%
4713.7%
5713.7%

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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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Nemotron 3 Super Behavioral Fingerprint — Favorite Random Numbers & Distribution | Tosea.ai