Tree of Thought Prompting

Prompting is a technique to guide a Large Language Model's (LLM) logic to follow a series of steps you define. There are various ways to accomplish prompting. This paper introduces the technique of Tree of Thought (ToT) Prompting where we can enhance the model's abilities in logical problem solving, reasoning, and strategic thinking. These are areas where LLMs often have issues. ToT Prompting gets around some of the issues by allowing the model to explore multiple next steps for thinking about the problem and selecting the best set of these steps. ToT Prompting allows the model to look ahead or behind to ensure that the selected series of steps makes sense and are the optimal actions. If it determined step is not optimal, it can back up the tree and take a better branch of actions. In this meetup, we watch a Yannic Kilcher video, pausing to add clarifications and answer questions. Yannic does great work. Please support his channel:    / @yannickilcher   Links Our Meetup: https://www.meetup.com/East-Bay-Tri-V... The original Yannic Kilcher video:    • Tree of Thoughts: Deliberate Problem Solvi...   Background notes: https://docs.google.com/document/d/1Y... Content 00:00 Introduction 02:24 Start of Video 03:49 Prompting and Other Prompting Techniques 14:59 Tree of Thought (ToT) Prompting 18:46 How the Tree Search Works 20:03 Algorithm and Components 23:18 Comparision to Other Prompting Techniques 29:30 Performance Comparison 32:16 Is the Tree Of Thought Evaluation fair? 52:09 Group Discussion ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 😊About Us West Coast Machine Learning is a channel dedicated to exploring the exciting world of machine learning! Our group of techies is passionate about deep learning, neural networks, computer vision, tiny ML, and other cool geeky machine learning topics. We love to dive deep into the technical details and stay up to date with the latest research developments. Our Meetup group and YouTube channel is the perfect place to connect with other like-minded individuals who share your love of machine learning. We offer a mix of research paper discussions, coding reviews, and other data science topics. So, if you're looking to stay up to date with the latest developments in machine learning, connect with other techies, and learn something new, be sure to subscribe to our channel and join our Meetup community today! Meetup: https://www.meetup.com/east-bay-tri-v... ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #machinelearning #ai #promptengineering #chatgpt #gpt #artificalintellegence #aitraining