Agentset Reranker Leaderboard - Win Rate — leaderboard
Metric: Win Rate (%). Source: github.com. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Cohere Rerank 4 Pro | 58 |
| 2 | Voyage AI Rerank 2.5 | 58 |
| 3 | Zerank 2 | 57 |
| 4 | Zerank 1 | 57 |
| 5 | Zerank 1 Small | 55 |
| 6 | Voyage AI Rerank 2.5 Lite | 53 |
| 7 | Qwen3 Reranker 8B | 51 |
| 8 | Cohere Rerank 4 Fast | 50 |
| 9 | Contextual AI Rerank v2 Instruct | 42 |
| 10 | Cohere Rerank 3.5 | 41 |
Interactive version: theaggregate.ai/benchmark?slug=agentset-reranker-leaderboard-win-rate · How the rankings work · Data refreshed daily, snapshot 2026-07-22.