TemporalBench: A Benchmark for Evaluating LLM-Based Agents on Contextual and Event-Informed Time Series Tasks. - Muyan Weng; Defu Cao; Wei Yang; Yashaswi Sharma; Yan Liu 002 (CoRR, 2026)