Graham Neubig (Carnegie Mellon University, All Hands AI)
[Webサイト]Graham Neubig is an associate professor at the Language Technologies Institute of Carnegie Mellon University. He got his PhD at Kyoto University in 2012, and previously served as an assistant professor at the Nara Institute of Science and Technology. His research focuses on natural language processing, with a particular interest in fundamentals, applications, and understanding of large language models for tasks such as question answering, code generation, and multilingual applications. His final goal is that every person in the world should be able to communicate with each-other, and with computers in their own language. He also contributes to making NLP research more accessible through open publishing of research papers, advanced NLP course materials and video lectures, and open-source software, all of which are available on his web site.
概要
Software is one of the most powerful tools that we humans have at our disposal; it allows a skilled programmer to interact with the world in complex and profound ways. However, at the same time software systems are complex, fragile, and even dangerous. Can we develop AI agents that help us develop real-world software, particularly in the context of real-world software development tasks in large software repositories, in all their complexity? In this talk I will discuss the state-of-the-art in software development agents, including challenges with respect to identifying which files to edit, how to edit them, how to test edits and recover, and how to train and evaluate models. In addition, I will address some challenges beyond simple writing code, such as how to process multimodal data, how to combine web browsing with coding, and how to perform data science tasks with software development models. I will provide examples from OpenHands, an open-source toolkit that implements many of the methods that I discuss: https://github.com/All-Hands-AI/OpenHands
※トークは日本語です。