LMArena Preference Proxy: leaderboard
Preference proxy evaluation from LMArena, measuring how well LLM evaluators reproduce preference signals across math, code, instruction-following, and knowledge tasks.
Metric: Evaluator Accuracy (%). Source: huggingface.co. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemma 2 9B (IT) | 64.63 | #788 |
| 2 | Llama 3 8B Instruct | 64.01 | #1129 |
| 3 | GPT-4o Mini (2024-07-18) | 58.83 | #558 |
| 4 | Claude 3 Haiku (20240307) | 57.39 | #771 |
Interactive version: theaggregate.ai/benchmark?slug=lmarena-preference-proxy · How It Works · Data refreshed daily, snapshot 2026-10-20.