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support

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Description

Pinecone Rerank V0 is a cross-encoder model specifically designed to enhance precision in reranking tasks, thereby improving enterprise search and retrieval-augmented generation (RAG) systems. This model processes both queries and documents simultaneously, enabling it to assess fine-grained relevance and assign a relevance score ranging from 0 to 1 for each query-document pair. With a maximum context length of 512 tokens, it ensures that the quality of ranking is maintained. In evaluations based on the BEIR benchmark, Pinecone Rerank V0 stood out by achieving the highest average NDCG@10, surpassing other competing models in 6 out of 12 datasets. Notably, it achieved an impressive 60% increase in performance on the Fever dataset when compared to Google Semantic Ranker, along with over 40% improvement on the Climate-Fever dataset against alternatives like cohere-v3-multilingual and voyageai-rerank-2. Accessible via Pinecone Inference, this model is currently available to all users in a public preview, allowing for broader experimentation and feedback. Its design reflects an ongoing commitment to innovation in search technology, making it a valuable tool for organizations seeking to enhance their information retrieval capabilities.

Description

ZeroEntropy is an advanced retrieval and search technology platform designed for modern AI applications. It solves the limitations of traditional search by combining state-of-the-art rerankers with powerful embeddings. This approach allows systems to understand semantic meaning and subtle relationships in data. ZeroEntropy delivers human-level accuracy while maintaining enterprise-grade performance and reliability. Its models are benchmarked to outperform many leading rerankers in both speed and relevance. Developers can deploy ZeroEntropy in minutes using a straightforward API. The platform is built for real-world use cases like customer support, legal research, healthcare data retrieval, and infrastructure tools. Low latency and reduced costs make it suitable for large-scale production workloads. Hybrid retrieval ensures better results across diverse datasets. ZeroEntropy helps teams build smarter, faster search experiences with confidence.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

No images available

Integrations

Airbyte
Amazon SageMaker
Confluent
Context Data
Databricks
Datavolo
Estuary Flow
Gathr.ai
GitHub Copilot
Haystack
Hugging Face
Jina AI
LangChain
Langtrace
Llama
Matillion
Nuclia
Pinecone
StreamNative
Vercel

Integrations

Airbyte
Amazon SageMaker
Confluent
Context Data
Databricks
Datavolo
Estuary Flow
Gathr.ai
GitHub Copilot
Haystack
Hugging Face
Jina AI
LangChain
Langtrace
Llama
Matillion
Nuclia
Pinecone
StreamNative
Vercel

Pricing Details

$25 per month
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Pinecone

Founded

2019

Country

United States

Website

www.pinecone.io/blog/pinecone-rerank-v0-announcement/

Vendor Details

Company Name

ZeroEntropy

Founded

2024

Country

United States

Website

www.zeroentropy.dev

Product Features

Alternatives

Alternatives

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