Symbolic Reasoning about Large Language Models

Overview

Join us for an insightful exploration of how symbolic reasoning algorithms can be effectively integrated into language models. This event focuses on the potential of these algorithms to transform and enhance controllable text generation and alignment, offering a fresh perspective to challenge the long-standing token-based reasoning paradigm.

Brought to you by a prestigious university and available on YouTube, this event is perfect for those interested in artificial intelligence and computer science fields.

Discover the cutting-edge intersection of symbolic reasoning and language models, and learn how it can revolutionize text generation and alignment techniques.

Syllabus

• Introduction to Symbolic Reasoning and Large Language Models
Overview of Symbolic AI
Basics of Large Language Models (LLMs)
Why Combine Symbolic Reasoning with LLMs?
• Theoretical Foundations
Symbolic Logic and Semantic Representation
Formal Methods in AI and NLP
Challenges in Token-based Reasoning
• Symbolic Reasoning Algorithms
Rule-based Systems
Ontologies and Knowledge Graphs
Constraint Satisfaction Problems
• Integrating Symbolic Methods with Language Models
Hybrid Models for Controllable Text Generation
Case Studies: Successful Integrations
Challenges and Limitations
• Controllable Text Generation
Techniques for Control in Generation
Leveraging Symbolic Components for Consistency
Applications and Use Cases
• Alignment of LLMs with Human Goals
Defining and Measuring Alignment
Symbolic Techniques for Enhanced Alignment
Ethical Considerations
• Practical Implementation
Tools and Frameworks for Hybrid Systems
Step-by-Step Integration Process
Hands-on Activities and Laboratory Sessions
• Advanced Topics and Research Directions
The Future of Symbolic Reasoning in AI
Emerging Paradigms and Technologies
Current Research and Open Challenges
• Summary and Conclusion
Key Takeaways
Discussion on the Role of Symbolic Reasoning in Future AI
• Final Project / Capstone
Project Proposal and Guidelines
Integration of Symbolic Reasoning in a Selected LLM Application
Presentation and Peer Review
• Additional Resources
Recommended Readings
Online Courses and Workshops
Conferences and Journals in the Field

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Subjects

Computer Science