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HomeLLMsvicuna 7b v1.5

vicuna 7b v1.5

by lmsys

Open source · 179k downloads · 391 likes

3.2
(391 reviews)ChatAPI & Local
About

Vicuna 7B v1.5 is a language model specialized in conversational interactions, designed to respond naturally and contextually to a variety of queries. Fine-tuned from Llama 2 using over 125,000 user-shared conversations, it excels in understanding and generating fluid dialogues, whether for complex or creative exchanges. Its primary use cases include AI research, prototyping virtual assistants, and experimentation by enthusiasts in natural language processing. What sets it apart is its ability to mimic nuanced human-like responses, validated by standardized benchmarks and user preferences, while remaining practical for real-world applications. Its open-source approach fosters innovation and adaptability to specific needs.

Documentation

Vicuna Model Card

Model Details

Vicuna is a chat assistant trained by fine-tuning Llama 2 on user-shared conversations collected from ShareGPT.

  • Developed by: LMSYS
  • Model type: An auto-regressive language model based on the transformer architecture
  • License: Llama 2 Community License Agreement
  • Finetuned from model: Llama 2

Model Sources

  • Repository: https://github.com/lm-sys/FastChat
  • Blog: https://lmsys.org/blog/2023-03-30-vicuna/
  • Paper: https://arxiv.org/abs/2306.05685
  • Demo: https://chat.lmsys.org/

Uses

The primary use of Vicuna is research on large language models and chatbots. The primary intended users of the model are researchers and hobbyists in natural language processing, machine learning, and artificial intelligence.

How to Get Started with the Model

  • Command line interface: https://github.com/lm-sys/FastChat#vicuna-weights
  • APIs (OpenAI API, Huggingface API): https://github.com/lm-sys/FastChat/tree/main#api

Training Details

Vicuna v1.5 is fine-tuned from Llama 2 with supervised instruction fine-tuning. The training data is around 125K conversations collected from ShareGPT.com. See more details in the "Training Details of Vicuna Models" section in the appendix of this paper.

Evaluation

Evaluation Results

Vicuna is evaluated with standard benchmarks, human preference, and LLM-as-a-judge. See more details in this paper and leaderboard.

Difference between different versions of Vicuna

See vicuna_weights_version.md

Capabilities & Tags
transformerspytorchllamatext-generationtext-generation-inference
Links & Resources
Specifications
CategoryChat
AccessAPI & Local
LicenseOpen Source
PricingOpen Source
Parameters7B parameters
Rating
3.2

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