Multimodal Contextual Forecasting on Stock Market
8.66MAPENexus
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NexusBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 8.66 | 14.1771 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 9.04 | 14.6158 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 9.12 | 14.7399 | |
| NexusHorizon=Short (ℎ𝑍 = 4, ℎ𝑆 = 6), Backbone=Claude-4.5-Sonnet2026.05 | 9.12 | 14.7399 | |
| NexusHorizon=Short (hs = 6), Backbone=Claude-4.5-Sonnet2026.05 | 9.12 | 14.7399 | |
| NexusBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 10.83 | 19.1483 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.05 | 10.96 | 17.2376 | |
| CoT BaselineHorizon=Short (ℎ𝑍 = 4, ℎ𝑆 = 6), Backbone=Claude-4.5-Sonnet2026.05 | 10.96 | 17.2376 | |
| CoT BaselineHorizon=Short (hs = 6), Backbone=Claude-4.5-Sonnet2026.05 | 10.96 | 17.2376 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 11.05 | 19.9292 | |
| NexusBackbone=Gemini-3.1-Pro, Horizon=Average2026.05 | 11.09 | 19.508 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 11.13 | 20.0548 | |
| CoT BaselineHorizon=Medium (ℎ𝑍 = 8, ℎ𝑆 = 13), Backbone=Claude-4.5-Sonnet2026.05 | 11.13 | 20.0548 | |
| CoT BaselineHorizon=Medium (hs = 13), Backbone=Claude-4.5-Sonnet2026.05 | 11.13 | 20.0548 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Average2026.05 | 11.22 | 19.8365 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.05 | 11.55 | 21.3019 | |
| NexusHorizon=Medium (ℎ𝑍 = 8, ℎ𝑆 = 13), Backbone=Claude-4.5-Sonnet2026.05 | 11.55 | 21.3019 | |
| NexusHorizon=Medium (hs = 13), Backbone=Claude-4.5-Sonnet2026.05 | 11.55 | 21.3019 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Average2026.05 | 12.04 | 21.4672 | |
| NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 12.04 | 21.4672 | |
| NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 12.04 | 21.4672 | |
| CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 13.57 | 24.9644 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Average2026.05 | 13.68 | 23.2502 | |
| CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 13.68 | 23.2502 | |
| CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.05 | 13.68 | 23.2502 | |
| NexusBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 13.79 | 25.1986 | |
| NexusBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 15.45 | 28.3598 | |
| NexusHorizon=Long (ℎ𝑍 = 13, ℎ𝑆 = 26), Backbone=Claude-4.5-Sonnet2026.05 | 15.45 | 28.3598 | |
| NexusHorizon=Long (hs = 26), Backbone=Claude-4.5-Sonnet2026.05 | 15.45 | 28.3598 | |
| CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.05 | 18.94 | 32.4583 | |
| CoT BaselineHorizon=Long (ℎ𝑍 = 13, ℎ𝑆 = 26), Backbone=Claude-4.5-Sonnet2026.05 | 18.94 | 32.4583 | |
| CoT BaselineHorizon=Long (hs = 26), Backbone=Claude-4.5-Sonnet2026.05 | 18.94 | 32.4583 |