Vibe-Bench - BM25 Retrieval - Preference MCC: leaderboard
Metric: Matthews Correlation (-1 to 1). Source: arxiv.org. Saturation forecast: Around February 2028. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 235B A22B 2507 Instruct | 0.19 |
| 2 | Llama 3.1 70B Instruct | 0.14 |
| 3 | Mistral Small 3.2 | 0.14 |
| 4 | Llama 3.1 8B Instruct | 0.1 |
| 5 | Gemma 3 27B (IT) | 0.08 |
| 6 | Qwen 3 14B | 0.03 |
Interactive version: theaggregate.ai/benchmark?slug=vibe-bench-bm25-retrieval-preference-mcc · How It Works · Data refreshed daily, snapshot 2026-09-24.