SymbolicAI: A Neuro-Symbolic Perspective on Large Language Models (LLMs)

Contents:

• SymbolicAI
  • A Neuro-Symbolic Perspective on Large Language Models (LLMs)
  • Abstract
  • Tutorials
  • 📖 Table of Contents
  • 🔧 Get Started
    • ➡️ Quick Install
    • API Keys
    • [Optional] Installs
  • 🦖 Apps
    • Shell Command Tool
    • Chatbot
    • 📦 Package Manager
    • 📦 Package Runner
      • Usage
      • Examples
      • Alias File
      • Note
    • 📦 Package Initializer
      • Usage
      • Examples
    • Import
    • 💯 Other Use Cases
    • Community Demos
  • 🤷‍♂️ Why SymbolicAI?
  • Tell me some more fun facts!
  • How Does it Work?
    • Symbolic Operations
    • Ranking Objects
    • Evaluating Expressions by Best Effort
    • Dynamic Casting
    • Probabilistic Programming
    • 🧠 Causal Reasoning
  • Operations
    • Custom Operations
    • Few-Shot Operations
  • Prompt Design
  • 😑 Expressions
    • Sequence expressions
    • Stream expressions
  • ❌ Error Handling
  • 🕷️ Interpretability, Testing & Debugging
    • Unit Testing Models
    • 🔥Debugging
    • Example: News Summary
  • ▶️ Experiment with Our API
  • 📈 Interface for Query and Response Inspection
  • 🤖 Engines
    • Symbolic Engine
    • Speech Engine
    • OCR Engine
    • Search Engine
    • WebCrawler Engine
    • Drawing Engine
    • File Engine
    • Indexing Engine
    • CLIP Engine
    • Local Neuro-Symbolic Engine
    • Custom Engine
  • ⚡Limitations
  • 🥠 Future Work
  • Conclusion
  • 👥 References, Related Work, and Credits
    • Comparison to Other Frameworks
    • Acknowledgements
    • Contribution
    • 📜 Citation
    • 📝 License
    • Like this Project?
    • 📫 Contact
• How to contribute
  • Submitting changes
  • Coding conventions