In the world of customer service and user experience, chatbots play a crucial role, but testing their performance has been a challenge. The School of AI fellows recognized the need for a scalable and cost-effective solution and developed an innovative approach using Large Language Models (LLMs).
By leveraging the power of LLMs, specifically ChatGPT, they created a benchmarking system to assess the performance of chatbots. The system includes a user-friendly web application interface that allows prompts to be sent for grading chatbot responses. This solution eliminates manual human evaluation and provides a simple and scalable method for companies to improve their customer operations.
At Pi School, we understand the transformative power of Large Language Models (LLMs) in Natural Language Processing (NLP), especially in enhancing chatbot functionality. Our recent exploration into the business applications of LLMs has led to groundbreaking insights, particularly in the evolution of chatbots and the importance of prompt engineering.
Chatbots have transitioned from performing basic tasks to understanding and generating natural language, thanks to the advancements in NLU (Natural Language Understanding) and NLG (Natural Language Generation). However, evaluating their effectiveness remains a challenge. Pi School recognizes the need for robust testing infrastructure beyond manual human evaluation to ensure chatbots respond accurately and align with the business’s ethical standards.
Prompt engineering, the art of crafting initial instructions for LLMs, is key in determining the quality of chatbot responses. Effective prompt engineering leads to more relevant and accurate interactions, essential in real-world applications. At Pi School, we emphasize the importance of this skill for both technical and non-technical professionals to optimize the performance of NLP applications.
To democratize this knowledge, Pi School has designed a prompt engineering workshop accessible to all, including non-tech professionals. In this two-hour workshop, participants will learn the basics and advanced techniques of prompt engineering, enabling them to immediately apply these skills in their respective domains. No prior knowledge of prompt engineering or NLP is required, making this workshop ideal for anyone interested in leveraging LLMs.
With the integration of LLMs, chatbots are becoming more sophisticated and capable. Pi School is committed to staying ahead of these developments, offering insights and training that align with the latest advancements in AI. Our workshops and programs are designed to empower businesses and professionals to harness the power of LLMs in improving chatbot interactions and beyond.