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Mixedbread AI·May 9, 2026·v3-listwise·AI Models

mxbai-rerank-v3-listwise

A state-of-the-art listwise reranker that goes beyond binary relevance by reading the entire candidate set, resolving conflicts, and ranking by directives like recency, source priority, and multi-step rules. Achieves +11% NDCG@10 over prior rerankers.

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overview

A state-of-the-art listwise reranker that goes beyond binary relevance by reading the entire candidate set, resolving conflicts, and ranking by directives like recency, source priority, and multi-step rules. Achieves +11% NDCG@10 over prior rerankers.

key features
  • 01+11% NDCG@10 improvement over prior models, beating all benchmarks
  • 02Listwise approach: reads entire candidate set to resolve conflicts and apply ranking directives
  • 03Supports ranking by recency, source priority, and custom multi-step business rules
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