ResearchBenchmarksMultimodal time-series forecasting on Climate textual-numerical time-series datasetMultimodal time-series forecasting on Climate textual-numerical time-series datasetFollow0.972MSEPA-RNet0.959041.046521.1341.22148Aug 6, 2025Evaluation resultsMethodMethodLinksMSEMAEPA-RNetBackbone=AutoformerBackbone=Autoformer2025.080.9720.797PA-RNetBackbone=PatchTSTBackbone=PatchTST2025.080.9920.796TaTSBackbone=AutoformerBackbone=Autoformer2025.080.9930.804MM-TSFLibBackbone=AutoformerBackbone=Autoformer2025.081.1330.862Uni-modalBackbone=AutoformerBackbone=Autoformer2025.081.2890.919Uni-modalBackbone=PatchTSTBackbone=PatchTST2025.081.2960.933