ResearchBenchmarksMultimodal Time Series Forecasting on TimeMMD Energy domain: Gasoline Prices 1.0 (test)Follow0.102MSEUniDiff0.101280.106140.1110.11586Dec 8, 2025Evaluation ResultsMethodMethodLinksMSEMAEUniDiffForecasting Length=12Forecasting Length=122025.120.1020.221GPT4MTSForecasting Length=12Forecasting Length=122025.120.1110.244MCD-TSFForecasting Length=12Forecasting Length=122025.120.120.212