Introducing Command R+: Our new, most powerful model in the Command R family.
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.
What's possible with Rerank
IMPROVE ENTERPRISE SEARCH RESULTS
OPTIMIZE E-COMMERCE SEARCH
Boost knowledge base search
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-english-v3.0')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
Reranking
Cohere docs
Reranking Best Practices
Get started with Cohere today!
Reach out to us and let’s discuss how to improve your search performance.