rerank
Improve search performance with a single line of code
Rerank provides a powerful semantic boost to the search quality of any keyword or vector search system without requiring any overhaul or replacement.
rerank
Improve search performance with a single line of code
Rerank provides a powerful semantic boost to the search quality of any keyword or vector search system without requiring any overhaul or replacement.
rerank
Improve search performance with a single line of code
Rerank provides a powerful semantic boost to the search quality of any keyword or vector search system without requiring any overhaul or replacement.
Our Customers
Cohere Rerank is system agnostic
Implement Rerank proof of concepts in a few minutes, and enterprise production-ready with only a few lines of code.
1import cohere
2co = cohere.Client('{apiKey}')
3
4query = 'What is the capital of the United States?'
5docs = ['Carson City is the capital city of the American state of Nevada.',
6 'The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean. Its capital is Saipan.',
7 'Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district. ',
8 'Capital punishment (the death penalty) has existed in the United States since before the United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states.'
9 ]
10results = co.rerank(query=query, documents=docs, top_n=3, model='rerank-v3.5')1Document Rank: 1, Document Index: 2
2Document: Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district.
3Relevance Score: 0.98
4
5
6Document Rank: 2, Document Index: 3
7Document: Capital punishment (the death penalty) has existed in the United States since before the United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states.
8Relevance Score: 0.28
9
10
11Document Rank: 3, Document Index: 0
12Document: Carson City is the capital city of the American state of Nevada.
13Relevance Score: 0.10Why Rerank
Industry-leading accuracy
Cohere’s embedding performance ensures accurate reranking, even with noisy datasets
Customization (fine-tuning)
Cohere’s rerank model can be fine-tuned to further improve domain performance
Scalability
Cohere’s powerful inference frameworks optimize throughput and reduce compute requirements
Flexible deployment
Cohere’s models can be accessed through a SaaS API, on cloud services (e.g. OCI, AWS SageMaker, Bedrock) and soon through private deployments (VPC and on-premise)
Industry-leading accuracy
Cohere’s embedding performance ensures accurate reranking, even with noisy datasets
Customization (fine-tuning)
Cohere’s rerank model can be fine-tuned to further improve domain performance
Scalability
Cohere’s powerful inference frameworks optimize throughput and reduce compute requirements
Flexible deployment
Cohere’s models can be accessed through a SaaS API, on cloud services (e.g. OCI, AWS SageMaker, Bedrock) and soon through private deployments (VPC and on-premise)
Rerank resources
Cohere docs
Rerank docs