Transformer-based Multi-Task Learning for crisis actionability extraction

• Main Authors: ZHANG, Yuhao, LO, Siaw Ling, WIN MYINT, Phyo Yi
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Actionability; Crisis response; Multi-Task Learning; Artificial Intelligence and Robotics; Social Media
• Online Access: https://ink.library.smu.edu.sg/sis_research/8517; https://ink.library.smu.edu.sg/context/sis_research/article/9520/viewcontent/icis23_final_cam_ready__1_.pdf
• Institution: Singapore Management University

Social media has become a valuable information source for crisis informatics. While various methods were proposed to extract relevant information during a crisis, their adoption by field practitioners remains low. In recent fieldwork, actionable information was identified as the primary information...