SOEN Speech Binding Benchmark

Real Speech Commands temporal tasks comparing SOEN trace readouts under matched training settings. The key question is whether nonlinear coincidence binding improves task behavior over a linear readout on the same simulator traces.
Total runs12runs/soen_speech_binding_core
Best condition83.2%Coincidence None
Clean Up/Go Order83.2%Coincidence None
Up/Go Order With Spoken Distractor75.5%Linear None

Clean Up/Go Order

Coincidence None
83.2%
Linear None
74.4%

Up/Go Order With Spoken Distractor

Linear None
75.5%
Coincidence None
74.4%

Summary Table

Task Condition Runs Mean Best SD Delta vs Linear None Mean Best Epoch
Clean Up/Go OrderCoincidence None383.2%4.6%+8.9 pt18.7
Clean Up/Go OrderLinear None374.4%8.2%+0.0 pt20.0
Up/Go Order With Spoken DistractorLinear None375.5%1.6%+0.0 pt17.7
Up/Go Order With Spoken DistractorCoincidence None374.4%1.9%-1.1 pt12.7