Vicuna-13B-Delta-v1.1
| Property | Value |
|---|---|
| Developer | LMSYS |
| Base Model | LLaMA |
| License | Non-commercial |
| Research Paper | Link |
| Training Data | 70K ShareGPT conversations |
What is vicuna-13b-delta-v1.1?
Vicuna-13B-Delta-v1.1 is an advanced chat assistant model developed by LMSYS, created through fine-tuning the LLaMA architecture on a carefully curated dataset of user conversations. This delta version requires combination with original LLaMA weights to function. The model represents a significant advancement in conversational AI, specifically designed for research and development purposes.
Implementation Details
The model is built on the transformer architecture and implements supervised instruction fine-tuning techniques. It's important to note that this is a delta model, meaning users must apply it to the original LLaMA weights following specific instructions provided in the FastChat repository.
- Utilizing transformer-based architecture for advanced language understanding
- Implements PyTorch framework for efficient processing
- Requires combination with LLaMA base weights
- Supports both command-line interface and API access
Core Capabilities
- Advanced conversational AI abilities
- Research-focused natural language processing
- Flexible deployment through FastChat framework
- Support for both OpenAI and Hugging Face APIs
Frequently Asked Questions
Q: What makes this model unique?
Vicuna-13B-Delta-v1.1 stands out for its high-quality training on ShareGPT conversations and its evaluation through both standard benchmarks and human preference metrics. It's specifically designed for research purposes and offers strong performance in conversational tasks.
Q: What are the recommended use cases?
The model is primarily intended for researchers and hobbyists in NLP, machine learning, and AI. It's particularly well-suited for research on large language models and chatbots, with a focus on academic and non-commercial applications.
