ResearchBenchmarksTime Series Forecasting on ETT m1 -> h2Follow0.354MSETime-VLM0.34960.37930.4090.4387May 25, 2026Evaluation ResultsMethodMethodLinksMSEMAEDTWTDITime-VLMMode=Zero-shotMode=Zero-shot2026.050.3540.3976.9040.158STaTMode=Zero-shotMode=Zero-shot2026.050.3650.4056.3750.143Time-LLMMode=Zero-shotMode=Zero-shot2026.050.3810.4127.2870.154GPT4TSMode=Zero-shotMode=Zero-shot2026.050.4330.4396.5350.147PatchTSTMode=Zero-shotMode=Zero-shot2026.050.4390.4386.320.15DLinearMode=Zero-shotMode=Zero-shot2026.050.4640.4756.7130.15