

Show Me
Overview :
Show-Me is an open-source application designed to offer a visual and transparent alternative to interactions with traditional large language models (such as ChatGPT). It breaks down complex problems into a series of reasoning sub-tasks, allowing users to understand the step-by-step thinking process of the language model. The application interacts with the language model using LangChain and visualizes the reasoning process through a dynamic graphical interface.
Target Users :
The target audience includes developers, data scientists, researchers, and tech enthusiasts interested in the inference process of language models. Show-Me helps users understand the solutions to complex problems through visualization, making it suitable for professionals who require an in-depth understanding of the reasoning logic behind language models.
Use Cases
Developers using Show-Me to generate Python code for dataset analysis.
Researchers leveraging Show-Me's visualization features to understand the reasoning process of language models on specific problems.
Data scientists utilizing Show-Me to validate their data analysis results and ensure the accuracy of reasoning.
Features
Self-correcting reasoning: The system iteratively improves its answers based on automatic checks, enhancing accuracy and demonstrating a 'self-repair' behavior.
Visual reasoning diagrams: Provides dynamic graphical visualization of the language model's reasoning process, making it transparent and easier to understand.
Task decomposition: Breaks down complex problems into smaller, more manageable sub-tasks, facilitating more accurate and efficient problem-solving.
Code generation and execution (limited): Capable of generating and executing basic Python Pandas code within a specific context for data manipulation and analysis tasks.
Software reasoning (experimental): Includes an experimental mode aimed at handling software-related reasoning tasks, showcasing the framework's adaptability across various domains.
Interactive chat interface: Allows users to ask questions in a conversational format and receive answers.
Real-time updates: Uses SocketIO to provide real-time visual updates as the language model processes inquiries.
How to Use
Clone the repository: Use the git clone command to clone the Show-Me GitHub repository.
Backend setup: Navigate to the backend directory, create and activate a virtual environment, install dependencies, and configure environment variables.
Frontend setup: Return to the project root directory and install npm dependencies.
Run the application: Start the backend service in the backend directory and the frontend service in the project root directory.
Ask a question: Input your question in the frontend interface and submit it for backend processing.
View the inference process: Observe the dynamic graphical interface in the frontend displaying the reasoning process of the language model.
Get answers: Review the final answer and the responses for the reasoning sub-tasks displayed in the frontend interface.
Feedback: If you encounter errors or have suggestions for improvements, you can submit an issue on GitHub.
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