Self-supervised fine-tuning for neural expert finding

• Main Authors: SUBAGDJA, Budhitama, DAN Sanchari, TAN, Ah-hwee
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Expert finding systems; Transfer learning; Transformer encoder networks; Natural language processing; Artificial Intelligence and Robotics; Computer Sciences
• Online Access: https://ink.library.smu.edu.sg/sis_research/9864
• Institution: Singapore Management University

Expert finding systems allow ones to find individuals who have expertise in specific fields or domains. Traditional expert finding are mostly based on topic modeling or keyword search methods that are limited in their capability to encode contextual knowledge from natural language. To address the li...