Evaluating the Capabilities of Large Language Models in Understanding Time Series Data: A Comprehensive Taxonomy and Benchmark

Large Language Models (LLMs) have the potential to automate time series analysis and reporting, but their inherent capabilities in generic time series understanding need systematic evaluation.