You Get an LLM, Everyone Gets an LLM, But Does It Work? - Evaluating LLM Performance
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Explore the intricacies of evaluating Large Language Models (LLMs) in this conference talk from Conf42 LLMs 2024. Delve into the characteristics of effective evaluation frameworks, comparing public benchmarks with golden datasets. Understand why well-defined use cases are crucial for LLM assessment and examine traditional metrics alongside innovative approaches like LLM-based evaluations. Learn about closing performance gaps, available evaluation frameworks, and the importance of creating custom test sets. Gain insights into the challenges and best practices for determining LLM effectiveness in real-world applications.