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ease
features
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support

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Description

Jina Reranker v2 stands out as an advanced reranking solution tailored for Agentic Retrieval-Augmented Generation (RAG) frameworks. By leveraging a deeper semantic comprehension, it significantly improves the relevance of search results and the accuracy of RAG systems through efficient result reordering. This innovative tool accommodates more than 100 languages, making it a versatile option for multilingual retrieval tasks irrespective of the language used in the queries. It is particularly fine-tuned for function-calling and code search scenarios, proving to be exceptionally beneficial for applications that demand accurate retrieval of function signatures and code snippets. Furthermore, Jina Reranker v2 demonstrates exceptional performance in ranking structured data, including tables, by effectively discerning the underlying intent for querying structured databases such as MySQL or MongoDB. With a remarkable sixfold increase in speed compared to its predecessor, it ensures ultra-fast inference, capable of processing documents in mere milliseconds. Accessible through Jina's Reranker API, this model seamlessly integrates into existing applications, compatible with platforms like Langchain and LlamaIndex, thus offering developers a powerful tool for enhancing their retrieval capabilities. This adaptability ensures that users can optimize their workflows while benefiting from cutting-edge technology.

Description

Mercury 2.5 represents the pinnacle of production models from Inception, demonstrating a remarkable enhancement in quality compared to its predecessor, Mercury 2, all while upholding an impressive low-latency serving profile. It stands out as the most advanced diffusion language model currently available and is touted by Inception as the largest diffusion LLM ever developed. With a 40% boost in intelligence over Mercury 2, its performance aligns closely with that of cost-efficient frontier models like GPT-5.6 Luna (Low), Gemini 3.5 Flash-Lite, and Claude Haiku 4.5. The model boasts a generation speed of 1,107 tokens per second on commonly accessible NVIDIA GPUs and accommodates a generous 260K-token context window. Among its features are adjustable reasoning capabilities, simultaneous tool calls, and JSON that aligns with schemas. Specifically engineered for latency-sensitive tasks, it is well-suited for scenarios involving numerous model calls during a single interaction. In applications such as search agents and RAG pipelines, Mercury 2.5 excels in functions like planning, query rewriting, re-ranking, fact structuring, source summarization, and answer verification, all while ensuring rapid response times, making it an essential tool for developers seeking efficiency in their workflows.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Amazon Web Services (AWS)
Google Cloud Platform
JSON
LangChain
LlamaIndex
Microsoft Azure
MongoDB
MySQL

Integrations

Amazon Web Services (AWS)
Google Cloud Platform
JSON
LangChain
LlamaIndex
Microsoft Azure
MongoDB
MySQL

Pricing Details

No price information available.
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

Jina

Founded

2020

Country

United States

Website

jina.ai/reranker/

Vendor Details

Company Name

Inception

Country

United States

Website

www.inceptionlabs.ai/blog/introducing-mercury-2-5

Product Features

Product Features

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Alternatives

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