GPT-4-LLM

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GPT-4-LLM is an AI Agents & Automation tool that provides instruction-following data generated by GPT-4 for fine-tuning large language models. It includes English and Chinese datasets, comparison data, and answers on unnatural instructions.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Skill level

Technical

About

What is GPT-4-LLM?

GPT-4-LLM is a GitHub repository dedicated to instruction tuning with GPT-4, offering valuable resources for researchers in the field of large language models (LLMs). The project provides several datasets generated by GPT-4, including 52K English instruction-following data based on Alpaca prompts, and a corresponding 52K Chinese dataset translated by ChatGPT. Additionally, it features comparison data where GPT-4 ranks responses from various models to train reward models, and answers on Unnatural Instructions data to quantify the performance gap between GPT-4 and instruction-tuned models. The repository also includes code for fine-tuning LLMs using the provided data, with a focus on LLaMA models, and tools to reproduce figure plots from their research paper. This resource is intended for research use only, with data licensed under CC BY NC 4.0 for non-commercial purposes.

Best used for

Ideal for researchers and developers who need to fine-tune large language models, generate high-quality instruction-following datasets, and evaluate model performance. Especially valuable for those working on advancing the state-of-the-art in instruction-tuning for LLMs and developing reward models.

Common actions

fine-tune LLMs

generate instruction data

evaluate model performance

conduct AI research

workflowscollaborationopen-sourcegithub copilotlow-code/no-codedeepfakeface swappingautomated workflow"AI Agents"

Capabilities

Key features

GPT-4 generated data
English instruction data
Chinese instruction data
Comparison data ranked by GPT-4
Unnatural Instructions data
LLaMA fine-tuning code
Reproduce research plots

Target Audience

developerdata scientistprofessorstudent

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What kind of data does GPT-4-LLM provide?

GPT-4-LLM provides several datasets, including 52K English instruction-following data generated by GPT-4 using Alpaca prompts, 52K Chinese instruction-following data translated by ChatGPT, comparison data ranked by GPT-4 for reward models, and answers on Unnatural Instructions data.

What is the license for the data provided by GPT-4-LLM?

The data provided by GPT-4-LLM is intended and licensed for research use only. It is distributed under the CC BY NC 4.0 license, which permits non-commercial use. Models trained using this dataset should also be used exclusively for research purposes.

Can I use GPT-4-LLM to fine-tune other LLMs besides LLaMA?

While the repository specifically details fine-tuning LLaMA models using standard Hugging Face training code, the instruction-following data generated by GPT-4 could potentially be adapted for fine-tuning other large language models, depending on their compatibility with the dataset format.

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