Thoth: Mid-Training Bridges LLMs to Time Series Understanding

Researchers have developed Thoth, the first family of Large Language Models specifically designed to understand and reason about time series data through a mid-training approach. The model uses a specialized corpus called Book-of-Thoth to bridge the gap between temporal data and natural language, significantly outperforming existing LLMs in time series analysis tasks.