Octopus V4
| Property | Value |
|---|---|
| Parameter Count | 3.82B |
| Model Type | Language Router Model |
| Base Model | Microsoft Phi-3 |
| License | CC-BY-NC-4.0 |
| Paper | ArXiv |
| MMLU Score | 74.8% |
What is Octopus V4?
Octopus V4 is an advanced open-source language model that serves as a master node in a graph of specialized language models. Built on Microsoft's Phi-3 architecture, it's designed to efficiently route user queries to domain-specific models, ensuring optimal response accuracy across various fields like mathematics, physics, biology, and more.
Implementation Details
The model utilizes BF16 precision and can run on GPU hardware. It employs a functional token design for accurate query mapping and reformatting. The implementation includes early stopping mechanisms with specialized tokens (nexa_end) for efficient processing.
- Compact 3.82B parameter architecture for efficient device operation
- Specialized query routing system with domain-specific tokens
- Support for 15+ academic and professional domains
- Outperforms GPT-3.5 on MMLU benchmark
Core Capabilities
- Query reformulation for enhanced precision
- Intelligent routing to specialized domain models
- Compact deployment on smart devices
- High-accuracy domain recognition
- Support for multiple academic and professional fields
Frequently Asked Questions
Q: What makes this model unique?
Octopus V4's unique value proposition lies in its ability to act as an intelligent router for domain-specific queries, achieving a remarkable 74.8% MMLU score while maintaining a relatively small parameter count of 3.82B.
Q: What are the recommended use cases?
The model excels in academic and professional contexts where precise domain-specific knowledge is required, such as mathematics, physics, biology, computer science, and medicine. It's particularly useful in applications requiring intelligent query routing to specialized models.
