MoTime provides a large multimodal forecasting benchmark and shows that external text or images can improve forecasts in some datasets, especially cold-start and sparse settings, though gains are inconsistent.
Mtbench: A multimodal time series benchmark for temporal reasoning and question answering, 2025
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MoTime: A Dataset Suite for Multimodal Time Series Forecasting
MoTime provides a large multimodal forecasting benchmark and shows that external text or images can improve forecasts in some datasets, especially cold-start and sparse settings, though gains are inconsistent.