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ResearchFormerly WizWand

Time Series Forecasting on Zillow Real Estate

2.87MAPENexus
2.26686.338410.4114.4816May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NexusHorizon=Short (hZ = 4), Evaluation Model=Claude-4.5-Sonnet2026.052.8741.016
NexusHorizon=Short (hZ=4, hS=6), Generative Model=Claude-4.5-Sonnet2026.052.8741.016
NexusHorizon=Short (hZ=4, hS=6), Generative Model=Gemini-3.1-Pro2026.053.2646.1973
TimesFM-2.5Horizon=Short (hZ = 4), Evaluation Model=Claude-4.5-Sonnet2026.053.2746.246
TimesFM-2.5Horizon=Short (hZ=4, hS=6), Generative Model=Gemini-3.1-Pro2026.053.2746.246
TimesFM-2.5Horizon=Short (hZ=4, hS=6), Generative Model=Claude-4.5-Sonnet2026.053.2746.246
NexusHorizon=Average, Evaluation Model=Claude-4.5-Sonnet2026.053.348.6866
NexusHorizon=Average, Generative Model=Claude-4.5-Sonnet2026.053.348.6866
NexusHorizon=Medium (hZ = 8), Evaluation Model=Claude-4.5-Sonnet2026.053.3649.2264
NexusHorizon=Medium (hZ=8, hS=13), Generative Model=Claude-4.5-Sonnet2026.053.3649.2264
CoT BaselineHorizon=Short (hZ=4, hS=6), Generative Model=Gemini-3.1-Pro2026.053.6552.5847
NexusHorizon=Long (hZ = 13), Evaluation Model=Claude-4.5-Sonnet2026.053.6655.8174
NexusHorizon=Long (hZ=13, hS=26), Generative Model=Claude-4.5-Sonnet2026.053.6655.8174
NexusHorizon=Average, Generative Model=Gemini-3.1-Pro2026.053.7855.6884
NexusHorizon=Medium (hZ=8, hS=13), Generative Model=Gemini-3.1-Pro2026.053.8456.3573
TimesFM-2.5Horizon=Average, Evaluation Model=Claude-4.5-Sonnet2026.053.8755.8383
TimesFM-2.5Horizon=Average, Generative Model=Gemini-3.1-Pro2026.053.8755.8383
TimesFM-2.5Horizon=Average, Generative Model=Claude-4.5-Sonnet2026.053.8755.8383
TimesFM-2.5Horizon=Medium (hZ = 8), Evaluation Model=Claude-4.5-Sonnet2026.053.9556.7594
TimesFM-2.5Horizon=Medium (hZ=8, hS=13), Generative Model=Gemini-3.1-Pro2026.053.9556.7594
TimesFM-2.5Horizon=Medium (hZ=8, hS=13), Generative Model=Claude-4.5-Sonnet2026.053.9556.7594
CoT BaselineHorizon=Average, Generative Model=Gemini-3.1-Pro2026.054.2262.5598
NexusHorizon=Long (hZ=13, hS=26), Generative Model=Gemini-3.1-Pro2026.054.2364.5105
CoT BaselineHorizon=Medium (hZ=8, hS=13), Generative Model=Gemini-3.1-Pro2026.054.3464.176
TimesFM-2.5Horizon=Long (hZ = 13), Evaluation Model=Claude-4.5-Sonnet2026.054.3964.5095
TimesFM-2.5Horizon=Long (hZ=13, hS=26), Generative Model=Gemini-3.1-Pro2026.054.3964.5095
TimesFM-2.5Horizon=Long (hZ=13, hS=26), Generative Model=Claude-4.5-Sonnet2026.054.3964.5095
CoT BaselineHorizon=Long (hZ=13, hS=26), Generative Model=Gemini-3.1-Pro2026.054.6570.9186
CoT BaselineHorizon=Long (hZ = 13), Evaluation Model=Claude-4.5-Sonnet2026.0515.07235.4701
CoT BaselineHorizon=Long (hZ=13, hS=26), Generative Model=Claude-4.5-Sonnet2026.0515.07235.4701
CoT BaselineHorizon=Average, Evaluation Model=Claude-4.5-Sonnet2026.0516.63264.3783
CoT BaselineHorizon=Average, Generative Model=Claude-4.5-Sonnet2026.0516.63264.3783
CoT BaselineHorizon=Medium (hZ = 8), Evaluation Model=Claude-4.5-Sonnet2026.0516.87269.8072
CoT BaselineHorizon=Medium (hZ=8, hS=13), Generative Model=Claude-4.5-Sonnet2026.0516.87269.8072
CoT BaselineHorizon=Short (hZ = 4), Evaluation Model=Claude-4.5-Sonnet2026.0517.95287.8577
CoT BaselineHorizon=Short (hZ=4, hS=6), Generative Model=Claude-4.5-Sonnet2026.0517.95287.8577