communication
Jan 15, 2026COMM-001Explain how transformer neural networks work. Provide two explanations: 1. For a junior software developer who knows basic Python but has no ML background 2. For a senior ML engineer who knows CNNs/RNNs but hasn't worked with transformers Both explanations should be technically accurate. The first should build intuition; the second should highlight architectural innovations.
Winner
Seed 1.6 Flash
ByteDance
9.68
WINNER SCORE
matrix avg: 8.41
10×10 Judgment Matrix · 100 judgments
OPEN DATA
| Judge ↓ / Respondent → | Seed 1.6 Flash | Gemini 2.5 | GLM-4-7 | Gemini 2.5 Flash | GPT-OSS-120B | Grok 4.1 Fast | DeepSeek V3.2 | Claude Sonnet 4.5 | Claude Opus 4.5 | Mistral Small |
|---|---|---|---|---|---|---|---|---|---|---|
| Seed 1.6 Flash | — | 1.3 | 7.0 | 8.3 | 9.0 | 9.0 | 8.7 | 9.2 | 9.0 | 9.3 |
| Gemini 2.5 | 10.0 | — | 8.4 | 9.3 | 9.8 | 10.0 | 9.3 | 10.0 | 9.4 | 10.0 |
| GLM-4-7 | 9.6 | 0.2 | — | 0.0 | 7.0 | 9.6 | 8.6 | 9.6 | 0.0 | 0.0 |
| Gemini 2.5 Flash | 10.0 | 0.0 | 8.6 | — | 9.0 | 9.6 | 9.6 | 9.6 | 9.6 | 10.0 |
| GPT-OSS-120B | 8.8 | 3.5 | 5.0 | 6.9 | — | 9.0 | 8.6 | 9.0 | 7.7 | 8.8 |
| Grok 4.1 Fast | 10.0 | 4.3 | 6.4 | 9.4 | 8.8 | — | 9.8 | 10.0 | 9.4 | 10.0 |
| DeepSeek V3.2 | 9.6 | 1.6 | 7.3 | 9.0 | 9.0 | 9.6 | — | 9.3 | 8.8 | 10.0 |
| Claude Sonnet 4.5 | 9.8 | 0.0 | 8.4 | 9.8 | 9.0 | 9.2 | 9.3 | — | 9.0 | 9.6 |
| Claude Opus 4.5 | 9.3 | 1.6 | 6.3 | 8.3 | 8.1 | 9.3 | 9.2 | 9.3 | — | 9.3 |
| Mistral Small | 10.0 | 7.6 | 0.0 | 0.0 | 10.0 | 0.0 | 0.0 | 0.0 | 10.0 | — |