Rerankers leaderboard

ULTRABENCH Rerankers leaderboard: every current model in the index, ranked by composite score, with price and a source on every number.

The 25 highest-ranked models.

1. jina-reranker-v3
2. jina-reranker-v2-base-multilingual
3. Qwen3-Reranker-8B
4. rerank-v4.0-fast
5. rerank-v4.0-pro
6. Zerank 1 Small
7. Zerank 2
8. bge-reranker-v2-gemma
9. bge-reranker-v2-m3
10. ctxl-rerank-v2-instruct-multilingual-1b
11. ERank-4B
12. Granite Embedding Reranker English R2
13. gte-multilingual-reranker-base
14. gte-reranker-modernbert-base
15. Jina Reranker M0
16. jina-reranker-v3.5
17. LAMAR-600m
18. llama-nemotron-rerank-1b-v2
19. mxbai-rerank-base-v2
20. mxbai-rerank-large-v2
21. Qwen3-Reranker-0.6B
22. Qwen3-Reranker-4B
23. Rank1 7B
24. Amazon Rerank 1.0
25. Azure AI Search semantic ranker