Saba Behavioral Fingerprint
How Mistral's Saba answers one-word probe questions at temperature 1.0 — random numbers, colors, animals, coin flips — measured over 449 valid samples in the open dataset of "One Token Is Enough" (arXiv:2607.10252).
Vendor
Mistral
Data generated
2026-07-08
Probe cells
15
Valid samples
449
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
16 / 30 answers
Favorite color
red
10 / 30 answers
Coin flip: heads
72%
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 = 1.00 bit · uniform baseline 1.00 bit
| Answer | Count | Share |
|---|---|---|
| heads | 16 | 53.3% |
| tails | 14 | 46.7% |
Coin flip · Chinese
n = 30 · H = 0.47 bit · uniform baseline 1.00 bit
| Answer | Count | Share |
|---|---|---|
| heads | 27 | 90.0% |
| tails | 3 | 10.0% |
Favorite number · English
n = 30 · H = 1.07 bit · uniform baseline 13.29 bit
| Answer | Count | Share |
|---|---|---|
| 42 | 20 | 66.7% |
| 7 | 9 | 30.0% |
| 1 | 1 | 3.3% |
Favorite number · Chinese
n = 30 · H = 0.63 bit · uniform baseline 13.29 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 27 | 90.0% |
| 3 | 1 | 3.3% |
| 4 | 1 | 3.3% |
| 5 | 1 | 3.3% |
Random animal · English
n = 30 · H = 2.48 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| giraffe | 16 | 53.3% |
| elephant | 3 | 10.0% |
| raccoon | 2 | 6.7% |
| lion | 2 | 6.7% |
| penguin | 1 | 3.3% |
| frog | 1 | 3.3% |
| bear | 1 | 3.3% |
| platypus | 1 | 3.3% |
+ 3 more answers
Random animal · Chinese
n = 30 · H = 3.42 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| 老虎 | 6 | 20.0% |
| 长颈鹿 | 4 | 13.3% |
| 袋鼠 | 3 | 10.0% |
| 兔子 | 3 | 10.0% |
| 企鹅 | 3 | 10.0% |
| 猫 | 3 | 10.0% |
| 狗 | 2 | 6.7% |
| 斑马 | 1 | 3.3% |
+ 5 more answers
Random city · English
n = 30 · H = 1.31 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| tokyo | 23 | 76.7% |
| toronto | 2 | 6.7% |
| london | 2 | 6.7% |
| berlin | 1 | 3.3% |
| dublin | 1 | 3.3% |
| paris | 1 | 3.3% |
Random city · Chinese
n = 29 · H = 2.56 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| 上海 | 12 | 41.4% |
| 北京 | 6 | 20.7% |
| 东京 | 4 | 13.8% |
| 伦敦 | 1 | 3.4% |
| 长春 | 1 | 3.4% |
| 纽约 | 1 | 3.4% |
| 广州 | 1 | 3.4% |
| 温哥华 | 1 | 3.4% |
+ 2 more answers
Random color · English
n = 30 · H = 2.58 bit · uniform baseline 4.91 bit
| Answer | Count | Share |
|---|---|---|
| red | 10 | 33.3% |
| blue | 9 | 30.0% |
| green | 4 | 13.3% |
| pink | 1 | 3.3% |
| lavender | 1 | 3.3% |
| turquoise | 1 | 3.3% |
| chartreuse | 1 | 3.3% |
| yellow | 1 | 3.3% |
+ 2 more answers
Random color · Chinese
n = 30 · H = 2.40 bit · uniform baseline 4.91 bit
| Answer | Count | Share |
|---|---|---|
| 绿 | 8 | 26.7% |
| 蓝 | 7 | 23.3% |
| 紫 | 6 | 20.0% |
| 青绿 | 4 | 13.3% |
| 青 | 4 | 13.3% |
| 靛蓝 | 1 | 3.3% |
Random letter · English
n = 30 · H = 3.77 bit · uniform baseline 4.70 bit
| Answer | Count | Share |
|---|---|---|
| z | 5 | 16.7% |
| g | 5 | 16.7% |
| q | 3 | 10.0% |
| s | 2 | 6.7% |
| k | 2 | 6.7% |
| d | 2 | 6.7% |
| h | 1 | 3.3% |
| b | 1 | 3.3% |
+ 9 more answers
Random number 1-10 · English
n = 30 · H = 0.88 bit · uniform baseline 3.32 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 25 | 83.3% |
| 5 | 3 | 10.0% |
| 3 | 1 | 3.3% |
| 6 | 1 | 3.3% |
Random number 1-10 · Chinese
n = 30 · H = 1.63 bit · uniform baseline 3.32 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 20 | 66.7% |
| 3 | 4 | 13.3% |
| 4 | 2 | 6.7% |
| 6 | 2 | 6.7% |
| 5 | 1 | 3.3% |
| 8 | 1 | 3.3% |
Random number 1-100 · English
n = 30 · H = 1.92 bit · uniform baseline 6.64 bit
| Answer | Count | Share |
|---|---|---|
| 42 | 16 | 53.3% |
| 47 | 6 | 20.0% |
| 73 | 4 | 13.3% |
| 37 | 2 | 6.7% |
| 63 | 1 | 3.3% |
| 67 | 1 | 3.3% |
Random number 1-100 · Chinese
n = 30 · H = 2.99 bit · uniform baseline 6.64 bit
| Answer | Count | Share |
|---|---|---|
| 42 | 9 | 30.0% |
| 47 | 6 | 20.0% |
| 67 | 3 | 10.0% |
| 73 | 3 | 10.0% |
| 15 | 2 | 6.7% |
| 87 | 2 | 6.7% |
| 17 | 1 | 3.3% |
| 27 | 1 | 3.3% |
+ 3 more answers
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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.