Vibe-Bench - Profile - Preference MCC: leaderboard
Metric: Matthews Correlation (-1 to 1). Source: arxiv.org. Saturation forecast: Around September 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Llama 3.1 70B Instruct | 0.35 |
| 2 | Qwen 3 235B A22B 2507 Instruct | 0.35 |
| 3 | Llama 3.1 8B Instruct | 0.31 |
| 4 | Mistral Small 3.2 | 0.23 |
| 5 | Gemma 3 27B (IT) | 0.21 |
| 6 | Qwen 3 14B | 0.17 |
Interactive version: theaggregate.ai/benchmark?slug=vibe-bench-profile-preference-mcc · How It Works · Data refreshed daily, snapshot 2026-09-24.