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ResearchFormerly WizWand

Multimodal Contextual Forecasting on Zillow Real Estate

3.06MAPENexus
1.86449.934718.00526.0753May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NexusBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.053.0643.6546
NexusBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.053.3947.5401
NexusHorizon=Short (โ„Ž๐‘ = 4, โ„Ž๐‘† = 6), Backbone=Claude-4.5-Sonnet2026.053.3947.5401
NexusHorizon=Short (hz = 4), Backbone=Claude-4.5-Sonnet2026.053.3947.5401
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.053.5149.8863
NexusBackbone=Gemini-3.1-Pro, Horizon=Average2026.053.6153.462
NexusBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.053.6954.7109
NexusBackbone=Claude-4.5-Sonnet, Horizon=Average2026.053.9857.8286
NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.053.9857.8286
NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.053.9857.8286
NexusBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.054.0762.0205
NexusBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.054.1359.9884
NexusHorizon=Medium (โ„Ž๐‘ = 8, โ„Ž๐‘† = 13), Backbone=Claude-4.5-Sonnet2026.054.1359.9884
NexusHorizon=Medium (hz = 8), Backbone=Claude-4.5-Sonnet2026.054.1359.9884
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Average2026.054.2363.1264
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.054.3664.9403
NexusBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.054.4365.9574
NexusHorizon=Long (โ„Ž๐‘ = 13, โ„Ž๐‘† = 26), Backbone=Claude-4.5-Sonnet2026.054.4365.9574
NexusHorizon=Long (hz = 13), Backbone=Claude-4.5-Sonnet2026.054.4365.9574
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.054.8274.5527
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.0527.72480.1685
CoT BaselineHorizon=Short (โ„Ž๐‘ = 4, โ„Ž๐‘† = 6), Backbone=Claude-4.5-Sonnet2026.0527.72480.1685
CoT BaselineHorizon=Short (hz = 4), Backbone=Claude-4.5-Sonnet2026.0527.72480.1685
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.0528.38494.2075
CoT BaselineHorizon=Long (โ„Ž๐‘ = 13, โ„Ž๐‘† = 26), Backbone=Claude-4.5-Sonnet2026.0528.38494.2075
CoT BaselineHorizon=Long (hz = 13), Backbone=Claude-4.5-Sonnet2026.0528.38494.2075
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Average2026.0529.68506.1452
CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.0529.68506.1452
CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.0529.68506.1452
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.0532.95544.0597
CoT BaselineHorizon=Medium (โ„Ž๐‘ = 8, โ„Ž๐‘† = 13), Backbone=Claude-4.5-Sonnet2026.0532.95544.0597
CoT BaselineHorizon=Medium (hz = 8), Backbone=Claude-4.5-Sonnet2026.0532.95544.0597