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Rerank 3 is Cohere's newest enterprise RAG-enhancing model

Cohere's newest foundation model is Rerank 3, which specializes in retrieval-augmented generation capabilities. Rerank 3 boasts a 4K context length window, multi-aspect and semi-structured data search, multilanguage support, improved latency, and a lower cost.

Ellie Ramirez-Camara profile image
by Ellie Ramirez-Camara
Rerank 3 is Cohere's newest enterprise RAG-enhancing model
Semi-structured retrieval accuracy based Recall@5 on TMDB-5k-Movies, WikiSQL, nq-tables, and Cohere annotated datasets. | Credit: Cohere

Rerank 3 has a high-precision semantic reranking performance. Because of this, Rerank 3 excels at working with other RAG-capable generative AI models with longer context windows to increase response accuracy while keeping latency and costs down. The model archives cost reductions in retrieval-augmented generation systems by ensuring that only the most relevant information is fed to the generative model, especially in cases where the context is substantial, ranging from thousands to millions of documents. Rerank 3 features state-of-the-art capabilities including a 4K context length window, multi-aspect and semi-structured data search (emails, invoices, JSON documents, code, tables), 100+ language support, improved latency, and lower total cost of ownership.

In-depth benchmarking results and examples highlighting Rerank 3's state-of-the-art capabilities can be found in the official announcement. The model is now available on Cohere's hosted API, AWS Sagemaker, and the inference API in Elasticsearch to perform semantic reranking directly on existing Elasticsearch indexes.

Ellie Ramirez-Camara profile image
by Ellie Ramirez-Camara
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