Joint Entity and Event Extraction with Generative Adversarial Imitation Learning

• Published in: Data intelligence Vol. 1; no. 2; pp. 99 - 120
• Main Authors: Zhang, Tongtao, Ji, Heng, Sil, Avirup
• Format: Journal Article
• Language: English
• Published: One Rogers Street, Cambridge, MA 02142-1209, USA MIT Press 01.04.2019; MIT Press Journals, The
• Subjects: Blasphemy; Event extraction; Generative adversarial network; Generative adversarial networks; Imitation learning; Information extraction; Labels

We propose a new framework for entity and event extraction based on generative adversarial imitation learning—an inverse reinforcement learning method using a generative adversarial network (GAN). We assume that instances and labels yield to various extents of difficulty and the gains and penalties...