Qwen3 VL 235B A22B Instruct Behavioral Fingerprint
How Qwen's Qwen3 VL 235B A22B Instruct 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
Qwen
Data generated
2026-07-08
Probe cells
15
Valid samples
449
Randomness score
14 / 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
30 / 30 answers
Favorite color
teal
25 / 30 answers
Coin flip: heads
75%
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 |
|---|---|---|
| tails | 15 | 50.0% |
| heads | 15 | 50.0% |
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 = 30 · H = 0.78 bit · uniform baseline 13.29 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 23 | 76.7% |
| 42 | 7 | 23.3% |
Favorite number · Chinese
n = 30 · H = 0.00 bit · uniform baseline 13.29 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 30 | 100.0% |
Random animal · English
n = 30 · H = 0.92 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| giraffe | 23 | 76.7% |
| octopus | 6 | 20.0% |
| kangaroo | 1 | 3.3% |
Random animal · Chinese
n = 30 · H = 0.57 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| 企鹅 | 26 | 86.7% |
| 长颈鹿 | 4 | 13.3% |
Random city · English
n = 29 · H = 1.81 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| oslo | 20 | 69.0% |
| berlin | 2 | 6.9% |
| sydney | 1 | 3.4% |
| dublin | 1 | 3.4% |
| buenos | 1 | 3.4% |
| marrakech | 1 | 3.4% |
| madrid | 1 | 3.4% |
| kyoto | 1 | 3.4% |
+ 1 more answers
Random city · Chinese
n = 30 · H = 0.81 bit · uniform baseline 5.64 bit
| Answer | Count | Share |
|---|---|---|
| 东京 | 25 | 83.3% |
| 巴黎 | 3 | 10.0% |
| 柏林 | 2 | 6.7% |
Random color · English
n = 30 · H = 0.77 bit · uniform baseline 4.91 bit
| Answer | Count | Share |
|---|---|---|
| teal | 25 | 83.3% |
| turquoise | 4 | 13.3% |
| crimson | 1 | 3.3% |
Random color · Chinese
n = 30 · H = 0.42 bit · uniform baseline 4.91 bit
| Answer | Count | Share |
|---|---|---|
| 靛蓝 | 28 | 93.3% |
| 青柠绿 | 1 | 3.3% |
| 青 | 1 | 3.3% |
Random letter · English
n = 30 · H = 0.67 bit · uniform baseline 4.70 bit
| Answer | Count | Share |
|---|---|---|
| m | 26 | 86.7% |
| g | 3 | 10.0% |
| q | 1 | 3.3% |
Random number 1-10 · English
n = 30 · H = 0.00 bit · uniform baseline 3.32 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 30 | 100.0% |
Random number 1-10 · Chinese
n = 30 · H = 0.00 bit · uniform baseline 3.32 bit
| Answer | Count | Share |
|---|---|---|
| 7 | 30 | 100.0% |
Random number 1-100 · English
n = 30 · H = 0.00 bit · uniform baseline 6.64 bit
| Answer | Count | Share |
|---|---|---|
| 42 | 30 | 100.0% |
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.