Evaluating LLM-based Solutions: Overcoming Challenges and Developing Effective Metrics
Explore a comprehensive conference talk on evaluating Large Language Model (LLM) based solutions, focusing on overcoming challenges and developing effective metrics. Delve into the changing nature of tasks in the era of LLMs, examining how their widespread availability has accelerated development processes for companies. Investigate the emerging challenges in assessing the quality of increasingly diverse and human-like outputs from these models. Learn how to build an effective evaluation framework for LLM-based projects, drawing insights from Olena Nahorna's experience as an Analytical Linguist at Grammarly. Gain valuable perspectives on the intersection of linguistics, academia, and industry applications of AI technology in this 29-minute presentation from the 2024 GAIA Conference.