Intent Recognition in Dialogue Systems
Zhou Ran, Yuhan Chen, Quanli Jiang, E Kunpeng · 2024
This paper reviews the evolution of intent recognition in dialogue systems, from traditional machine learning methods to modern deep learning and large language models (LLMs). It highlights challenges in open environments, such as unknown intents and adversarial attacks, and explores recent advancements, including generative models and adaptive optimization.