Evaluation Agents Exploring the Next Frontier of GenAI Evals
AI Summary
Video Title: Evaluation Agents: Exploring the Next Frontier of GenAI Evals
Presenter: Galileo
Published on: April 4, 2025
View Count: 153
Description:
In this webinar, the focus is on the evolution of evaluation techniques for Generative AI systems, detailing the transition from traditional methods to advanced evaluation agents. Attendees can expect insights into different types of agents and strategies for navigating common challenges in AI evaluations. The key topics include:
- Introduction to Galileo and GenAI Evaluations
- Overview of advancements in AI evaluations, especially with the evolution of LLM-as-a-Judge techniques.
- Types of Hallucinations in LLMs
- Discussion on two types of hallucinations: open domain and closed domain, emphasizing their impact on evaluation.
- Types of Evaluation Agents
- Four classification of evaluation agents, including basic techniques like LLM as judges and self-augmented agents.
- ChainPoll and Entailment Agents: New methods for improving accuracy in evaluations while mitigating errors in data retrieval.
- Innovations and Future Directions
- Key insights into building effective autonomous agents and the best metrics for evaluating their performance.
- Building Effective Autonomous Agents
- Techniques for creating customized evaluation systems that adapt to new data inputs and changing contexts.
- Q&A Session:
- Interactive session addressing participant questions regarding specific challenges and future exploration in GenAI evaluations.
Key URLs:
- Learn more about Galileo at www.galileo.ai
- Code available at Github
Related Links:- Galileo’s YouTube Channel
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