DeepSeek V3 0324 Behavioral Fingerprint
How DeepSeek's DeepSeek V3 0324 answers one-word probe questions at temperature 1.0 — random numbers, colors, animals, coin flips — measured over 446 valid samples in the open dataset of "One Token Is Enough" (arXiv:2607.10252).
Vendor
DeepSeek
Data generated
2026-07-08
Probe cells
15
Valid samples
446
Randomness score
11 / 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
29 / 30 answers
Favorite color
blue
28 / 30 answers
Coin flip: heads
100%
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 = 0.00 bit · uniform baseline 1.00 bit
| Answer | Count | Share |
|---|---|---|
| heads | 30 | 100.0% |
Coin flip · Chinese
n = 30 · H = 0.00 bit · uniform baseline 1.00 bit
| Answer | Count | Share |
|---|---|---|
| heads | 30 | 100.0% |
Favorite number · English
n = 29 · H = 0.69 bit · uniform baseline 13.29 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 25 | 86.2% |
| 42 | 3 | 10.3% |
| 5 | 1 | 3.4% |
Favorite number · Chinese
n = 30 · H = 0.57 bit · uniform baseline 13.29 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 26 | 86.7% |
| 42 | 4 | 13.3% |
Random animal · English
n = 30 · H = 0.90 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| elephant | 25 | 83.3% |
| cat | 2 | 6.7% |
| lion | 2 | 6.7% |
| tiger | 1 | 3.3% |
Random animal · Chinese
n = 29 · H = 2.23 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| 狮子 | 12 | 41.4% |
| 猫 | 9 | 31.0% |
| 河马 | 3 | 10.3% |
| 海豚 | 1 | 3.4% |
| 豹 | 1 | 3.4% |
| 初始理解题目 | 1 | 3.4% |
| 斑马 | 1 | 3.4% |
| 大象 | 1 | 3.4% |
Random city · English
n = 30 · H = 0.42 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| tokyo | 28 | 93.3% |
| osaka | 1 | 3.3% |
| boston | 1 | 3.3% |
Random city · Chinese
n = 29 · H = 0.00 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| 东京 | 29 | 100.0% |
Random color · English
n = 30 · H = 0.35 bit · uniform baseline 4.91 bit
| Answer | Count | Share |
|---|---|---|
| blue | 28 | 93.3% |
| green | 2 | 6.7% |
Random color · Chinese
n = 30 · H = 0.42 bit · uniform baseline 4.91 bit
| Answer | Count | Share |
|---|---|---|
| 蓝 | 28 | 93.3% |
| 绿 | 1 | 3.3% |
| 红 | 1 | 3.3% |
Random letter · English
n = 30 · H = 2.32 bit · uniform baseline 4.70 bit
| Answer | Count | Share |
|---|---|---|
| b | 14 | 46.7% |
| k | 6 | 20.0% |
| s | 3 | 10.0% |
| m | 2 | 6.7% |
| c | 2 | 6.7% |
| g | 1 | 3.3% |
| a | 1 | 3.3% |
| h | 1 | 3.3% |
Random number 1-10 · English
n = 29 · H = 0.22 bit · uniform baseline 3.32 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 28 | 96.6% |
| 10 | 1 | 3.4% |
Random number 1-10 · Chinese
n = 30 · H = 0.72 bit · uniform baseline 3.32 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 24 | 80.0% |
| 5 | 6 | 20.0% |
Random number 1-100 · English
n = 30 · H = 0.21 bit · uniform baseline 6.64 bit
| Answer | Count | Share |
|---|---|---|
| 42 | 29 | 96.7% |
| 1 | 1 | 3.3% |
Random number 1-100 · Chinese
n = 30 · H = 0.00 bit · uniform baseline 6.64 bit
| Answer | Count | Share |
|---|---|---|
| 42 | 30 | 100.0% |
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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.