TRACE Bench - Diversity: leaderboard
Metric: Normalized repetition-penalty score (%). Source: arxiv.org. 26 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V4 Pro (Non-reasoning) | 95.43 |
| 2 | Gemma 4 31B (Non-reasoning) | 93.49 |
| 3 | GPT-5.5 | 92.58 |
| 4 | Claude Sonnet 4.6 | 92.22 |
| 5 | DeepSeek V4 Flash | 91.79 |
| 6 | Ministral 3 14B | 90.11 |
| 7 | Qwen 3.5 27B (Non-reasoning) | 89.48 |
| 8 | Kimi K2.5 (Non-reasoning) | 88.7 |
| 9 | GLM-5 (Non-reasoning) | 88.24 |
| 10 | MiniMax-M2.7 | 87.82 |
| 11 | MiMo-V2.5-Pro | 87.59 |
| 12 | MiMo-V2.5 | 86.62 |
| 13 | Qwen 3.5 2B (Non-reasoning) | 78.61 |
| 14 | Qwen 3 14B (Non-reasoning) | 74.76 |
| 15 | L3-8B-Stheno-v3.2 | 67.76 |
Interactive version: theaggregate.ai/benchmark?slug=trace-bench-diversity · How It Works · Data refreshed daily, snapshot 2026-09-19.