jina-reranker-m0
Scores text and image documents on a common relevance scale with multilingual queries.
Base Model Family
Deployment
Related models
Academic Publications
October 03, 2025 • 7 minutes read Jina Reranker v3: 0.6B Listwise Reranker for SOTA Multilingual Retrieval New 0.6B-parameter listwise reranker that considers the query and all candidate documents in a single context window.August 12, 2025 • 15 minutes read Optimizing GGUFs for Decoder-Only Embedding Models 4000 tokens/sec for a 3B-parameter embedding model on L4 GPU is probably as fast as you'll get with llama.cpp. Or is it?July 13, 2025 • 11 minutes read Submodular Optimization for Text Selection, Passage Reranking & Context Engineering While others rely on prompt tuning and hope for the best, you should learn submodular optimization that provides a principled framework with theoretical guarantees for better context engineering.June 24, 2025 • 12 minutes read Jina Embeddings v4: Universal Embeddings for Multimodal Multilingual Retrieval Jina Embeddings v4 is a 3.8 billion parameter universal embedding model for multimodal and multilingual retrieval that supports both single-vector and multi-vector embedding outputs.May 24, 2025 • 8 minutes read Fair Scoring for Multimodal Documents with jina-reranker-m0 Text similarity: 0.7. Image similarity: 0.5. Which document is more relevant? You literally cannot tell—and that's the core problem breaking multimodal search. We solve it with unified reranking.
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- Released
- 2025-04-08
- Parameters
- 2.4B
- Context length
- 10K tokens
- Output dimensions
- Not published
- Inputs
- text · image
- Languages
- Multilingual
- Outputs
- ranking
- Availability
- api · license · huggingface · aws · azure · gcp · airgapped
Choose a representation
This model produces text or relevance rankings. A scalar embedding dimension does not describe its primary output.
Model weights and hosted API access
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These weights are not listed under a permissive commercial license. Review the official license and obtain the required authorization before commercial self-hosting.
Read the official licenseCatalog checked on September 7, 2026. This is an independently prepared Chatsax guide to Jina models.