Fireside Chat - The Future of LLMs // David Hershey & Daniel Jeffries // LLMs in Prod Con Part 2

// Abstract
Evaluating the performance of language models (LLMs) is a pressing issue for companies working with generative AI. Defining what makes a model "good" and measuring its performance are challenging due to the diverse range of LLM applications. Existing evaluation methods, including benchmarks and user preference comparisons, have limitations in scalability and objectivity. The future of LLM evaluation lies in scaling testing with machine learning systems, such as reward models that capture user preferences, and simulating user sessions to …

abstract applications chat companies daniel daniel jeffries david diverse future generative good issue language language models llm llm applications llms part performance prod