Data Explorer
Per-model self-identification rates across languages, grouped by vendor. 40 cross-vendor confusions detected.
Per manufacturer: how often other models claim to be it (right) vs how often its own models claim to be someone else (left). Sorted by net — identity creditors at the top, debtors at the bottom. Tested manufacturers only.
MiniMax is imitated most with a net imitation balance of -40; MiniMax imitates others most with a net of -40.
MiniMaxThe most likely directed mistakes — when a manufacturer's models claim to be a specific other manufacturer. Bar length = how often (P across all answers for the source).
The strongest cross-vendor confusion is MiniMax claiming to be Anthropic 10.0% of the time.
MiniMax→
AnthropicSelf-ID and refusal rates per language, plus the most common cross-vendor confusion at that language.
| Language | Self-ID | Refused | Top confusion |
|---|---|---|---|
| frFrançais | 0.0% | 0.0% | Anthropic100.0% |
| enEnglish | 100.0% | 0.0% | — |
| zh-Hans简体中文 | 100.0% | 0.0% | — |
| zh-Hant繁體中文 | 100.0% | 0.0% | — |
| ja日本語 | 100.0% | 0.0% | — |
| ko한국어 | 100.0% | 0.0% | — |
| ruРусский | 100.0% | 0.0% | — |
| esEspañol | 100.0% | 0.0% | — |
| deDeutsch | 100.0% | 0.0% | — |
| ptPortuguês | 100.0% | 0.0% | — |
How the same “Who are you?” question splits into correct self-ID vs. confusion vs. abstention — per language, worst self-ID first.
Self-identification is lowest in Français at 0.0% and highest in Português at 100.0%.
Per model, the span of self-ID rate across the 10 languages (worst-language • → best-language •). A wide span means the model's sense of identity depends heavily on the language it's asked in. Widest swing first.
minimax-m3 swings most — from 0.0% self-ID in fr to 100.0% in en.
The other failure mode — not answering wrong, but not answering: giving no identity (“unknown”) or refusing outright. Share of all answers.
MiniMax abstains most, with 0.0% of answers giving no usable identity.
MiniMaxRollup per real vendor — model count, total answers, mean self-ID rate, and the most common cross-vendor confusion target.
| Vendor | Models | Answers | Self-ID | Top confusion |
|---|---|---|---|---|
MiniMax | 1 | 400 | 90.0% | Anthropic10.0% |
Anthropic | 0 | 0 | 0.0% | — |

Self-Identification Rate
| Model | en | zh-Hans | zh-Hant | ja | ko | ru | es | fr | de | pt | Overall |
|---|---|---|---|---|---|---|---|---|---|---|---|
| MiniMax 3 | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 0.0% | 100.0% | 100.0% | 90.0% |
Cross-Vendor Confusions
Anthropic10.0%
