Time series task extraction from large language models

• Main Author: Toh, Leong Seng
• Other Authors: Thomas Peyrin
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Large language models (LLMs); Time-series classification; Zero-shot learning; Rule extraction
• Online Access: https://hdl.handle.net/10356/180995
• Institution: Nanyang Technological University

Recent advancements in large language models (LLMs) have shown tremendous potential to revolutionize time series classification. These models possess newly improved capabilities, including impressive zero-shot learning and remarkable reasoning skills, without requiring any additional training...