List your company
ResearchFormerly WizWand

Multimodal Contextual Forecasting on Stock Market

8.66MAPENexus
8.248811.024413.816.5756May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NexusBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.058.6614.1771
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Short (h_Z = 4, h_S = 6)2026.059.0414.6158
NexusBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.059.1214.7399
NexusHorizon=Short (โ„Ž๐‘ = 4, โ„Ž๐‘† = 6), Backbone=Claude-4.5-Sonnet2026.059.1214.7399
NexusHorizon=Short (hs = 6), Backbone=Claude-4.5-Sonnet2026.059.1214.7399
NexusBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.0510.8319.1483
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Short (h_Z = 4, h_S = 6)2026.0510.9617.2376
CoT BaselineHorizon=Short (โ„Ž๐‘ = 4, โ„Ž๐‘† = 6), Backbone=Claude-4.5-Sonnet2026.0510.9617.2376
CoT BaselineHorizon=Short (hs = 6), Backbone=Claude-4.5-Sonnet2026.0510.9617.2376
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Medium (h_Z = 8, h_S = 13)2026.0511.0519.9292
NexusBackbone=Gemini-3.1-Pro, Horizon=Average2026.0511.0919.508
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.0511.1320.0548
CoT BaselineHorizon=Medium (โ„Ž๐‘ = 8, โ„Ž๐‘† = 13), Backbone=Claude-4.5-Sonnet2026.0511.1320.0548
CoT BaselineHorizon=Medium (hs = 13), Backbone=Claude-4.5-Sonnet2026.0511.1320.0548
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Average2026.0511.2219.8365
NexusBackbone=Claude-4.5-Sonnet, Horizon=Medium (h_Z = 8, h_S = 13)2026.0511.5521.3019
NexusHorizon=Medium (โ„Ž๐‘ = 8, โ„Ž๐‘† = 13), Backbone=Claude-4.5-Sonnet2026.0511.5521.3019
NexusHorizon=Medium (hs = 13), Backbone=Claude-4.5-Sonnet2026.0511.5521.3019
NexusBackbone=Claude-4.5-Sonnet, Horizon=Average2026.0512.0421.4672
NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.0512.0421.4672
NexusHorizon=Average, Backbone=Claude-4.5-Sonnet2026.0512.0421.4672
CoT BaselineBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.0513.5724.9644
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Average2026.0513.6823.2502
CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.0513.6823.2502
CoT BaselineHorizon=Average, Backbone=Claude-4.5-Sonnet2026.0513.6823.2502
NexusBackbone=Gemini-3.1-Pro, Horizon=Long (h_Z = 13, h_S = 26)2026.0513.7925.1986
NexusBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.0515.4528.3598
NexusHorizon=Long (โ„Ž๐‘ = 13, โ„Ž๐‘† = 26), Backbone=Claude-4.5-Sonnet2026.0515.4528.3598
NexusHorizon=Long (hs = 26), Backbone=Claude-4.5-Sonnet2026.0515.4528.3598
CoT BaselineBackbone=Claude-4.5-Sonnet, Horizon=Long (h_Z = 13, h_S = 26)2026.0518.9432.4583
CoT BaselineHorizon=Long (โ„Ž๐‘ = 13, โ„Ž๐‘† = 26), Backbone=Claude-4.5-Sonnet2026.0518.9432.4583
CoT BaselineHorizon=Long (hs = 26), Backbone=Claude-4.5-Sonnet2026.0518.9432.4583