Multimodal Contextual Forecasting on Zillow Real Estate
3.06MAPENexus
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NexusBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 3.06 | 43.6546 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 3.39 | 47.5401 | |
| NexusHorizon=Short (ℎ𝑍 = 4, ℎ𝑆 = 6), Backbone=Claude-4.5-Sonnet2026.05 | 3.39 | 47.5401 | |
| NexusHorizon=Short (hz = 4), Backbone=Claude-4.5-Sonnet2026.05 | 3.39 | 47.5401 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 3.51 | 49.8863 | |
| NexusBackbone=Gemini-3.1-Pro, Horizon=Average2026.05 | 3.61 | 53.462 | |
| NexusBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 3.69 | 54.7109 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Average2026.05 | 3.98 | 57.8286 | |
| NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 3.98 | 57.8286 | |
| NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 3.98 | 57.8286 | |
| NexusBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 4.07 | 62.0205 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 4.13 | 59.9884 | |
| NexusHorizon=Medium (ℎ𝑍 = 8, ℎ𝑆 = 13), Backbone=Claude-4.5-Sonnet2026.05 | 4.13 | 59.9884 | |
| NexusHorizon=Medium (hz = 8), Backbone=Claude-4.5-Sonnet2026.05 | 4.13 | 59.9884 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Average2026.05 | 4.23 | 63.1264 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 4.36 | 64.9403 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 4.43 | 65.9574 | |
| NexusHorizon=Long (ℎ𝑍 = 13, ℎ𝑆 = 26), Backbone=Claude-4.5-Sonnet2026.05 | 4.43 | 65.9574 | |
| NexusHorizon=Long (hz = 13), Backbone=Claude-4.5-Sonnet2026.05 | 4.43 | 65.9574 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 4.82 | 74.5527 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 27.72 | 480.1685 | |
| CoT BaselineHorizon=Short (ℎ𝑍 = 4, ℎ𝑆 = 6), Backbone=Claude-4.5-Sonnet2026.05 | 27.72 | 480.1685 | |
| CoT BaselineHorizon=Short (hz = 4), Backbone=Claude-4.5-Sonnet2026.05 | 27.72 | 480.1685 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 28.38 | 494.2075 | |
| CoT BaselineHorizon=Long (ℎ𝑍 = 13, ℎ𝑆 = 26), Backbone=Claude-4.5-Sonnet2026.05 | 28.38 | 494.2075 | |
| CoT BaselineHorizon=Long (hz = 13), Backbone=Claude-4.5-Sonnet2026.05 | 28.38 | 494.2075 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Average2026.05 | 29.68 | 506.1452 | |
| CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 29.68 | 506.1452 | |
| CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 29.68 | 506.1452 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 32.95 | 544.0597 | |
| CoT BaselineHorizon=Medium (ℎ𝑍 = 8, ℎ𝑆 = 13), Backbone=Claude-4.5-Sonnet2026.05 | 32.95 | 544.0597 | |
| CoT BaselineHorizon=Medium (hz = 8), Backbone=Claude-4.5-Sonnet2026.05 | 32.95 | 544.0597 |