Comparing our results with previously published baselines reported on the same dataset by <cite>Skantze</cite> in [13] , our best result on the PAUSE 500 task of 0.8553 is a large improvement over <cite>his reported score</cite> of 0.762. Looking at the results from the fusion of visual and acoustic modalities shown in in Table 2 , we were able to achieve our best BCE loss using our multiscale approach to fuse acoustic features at a 10ms timescale and visual features at a 58Hz timescale.