20 models · ranked by HuggingFace downloads
Cross-encoder reranker trained on the MS MARCO passage retrieval dataset, designed to score query-document pairs jointly rather than encoding them independently. Distilled from a 12-layer cross-encoder into 6 layers to reduce latency while retaining re-ranking accuracy. Used as a second-stage ranker on top of fast first-stage retrieval (BM25 or bi-encoder).
ms-marco-MiniLM-L4-v2 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
ms-marco-MiniLM-L12-v2 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
Qwen3-Reranker-0.6B is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
jina-reranker-v2-base-multilingual is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
gte-reranker-modernbert-base is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
ms-marco-MiniLM-L2-v2 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
Qwen3-Reranker-4B is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
mxbai-rerank-xsmall-v1 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
jina-reranker-v3 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
mmarco-mMiniLMv2-L12-H384-v1 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
mxbai-rerank-base-v1 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
Qwen3-Reranker-8B is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
llama-nemotron-rerank-1b-v2 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
japanese-reranker-cross-encoder-small-v1 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
Qwen3-VL-Reranker-2B is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
mxbai-rerank-large-v2 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
ms-marco-TinyBERT-L2-v2 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
mxbai-rerank-large-v1 is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.
Qwen3-VL-Reranker-8B is an open-source text-ranking model available on HuggingFace. Details are sourced from the public model registry.