YoVDO

Chatbot Arena: An Open Crowdsourced Platform for Human Feedback on LLMs

Offered By: Linux Foundation via YouTube

Tags

Chatbot Courses Crowdsourcing Courses Model Evaluation Courses Benchmarking Courses Content Moderation Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the innovative Chatbot Arena platform in this 27-minute conference talk by Wei-Lin Chiang from UC Berkeley and LMSYS. Discover how this open crowdsourced system evaluates large language models (LLMs) using human feedback, allowing users to compare anonymous models side-by-side and vote for superior responses. Learn about the Elo rating system's application in ranking chatbot performance and gain insights into the platform's real-world impact, having processed millions of user requests and collected over 100,000 votes. Delve into the publicly available datasets of user conversations and human preferences, and examine use cases including content moderation model development, safety benchmark creation, instruction-following model training, and challenging benchmark question formulation. For more in-depth information, refer to the associated research paper available at https://arxiv.org/abs/2309.11998.

Syllabus

Chatbot Arena: An Open Crowdsourced Platform for Human Feedback on LLMs - Wei-Lin Chiang


Taught by

Linux Foundation

Tags

Related Courses

Convolutions for Text Classification with Keras
Coursera Project Network via Coursera
How Technology is Shaping Democracy and the 2020 Election
Stanford University via Coursera
Microsoft Azure Cognitive Services: Content Moderator
Pluralsight
Machine Learning and Microsoft Cognitive Services
Pluralsight
Deep Dive on Amazon Rekognition: Building Computer Visions Based Smart Applications (Italian)
Amazon Web Services via AWS Skill Builder