SearchInstruct is a powerful tool for generating instruction datasets by leveraging seed instructions and generating similar variations. This repository provides a framework for creating diversified instruction datasets that can be used in various natural language processing (NLP) applications.
- Seed Instruction Generation: Start with a set of seed instructions and automatically generate a wide array of similar instructions.
- Response Generation: Utilize several tools to generate responses for the produced instructions, including:
- Retrieval-Augmented Generation (RAG): Integrate retrieval techniques to improve response quality.
- Web Search: Fetch real-time data and responses through web searches.
- API Calls: Make structured API calls to extract information and generate responses based on the generated instructions.
- Customizable Pipeline: Adjust the parameters and tools used in the instruction and response generation process to fit your specific use case.
- Creating Diverse Instruction Datasets: Perfect for researchers and developers looking to create extensive datasets for training and testing language models.
- Enhancing Conversational Agents: Improve the quality of interactions in chatbots and other conversational interfaces by utilizing varied instructional inputs.
- Experimentation and Research: Useful for academic and industrial research focused on instruction-following AI systems.
To get started with SearchInstruct, clone the repository and install the necessary dependencies. Configure the seed instructions and tools according to your needs, then run the included scripts to generate your instruction dataset and responses.
We welcome contributions from the community! Please see the Contribution Guidelines for more information on how to get involved.