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Music Modeling on Piano-e-Competition (val)

1.835Val NLLTF with relative global attention
1.829641.865821.9021.93818Sep 12, 2018

Evaluation results

MethodLinks
TF with relative global attentionArchitecture=Music Transformer (Relative Global), Number of layers (L)=6, Filter size (fs)=2048, Maximum relative distance (r)=1024, Sequence length=20482018.091.835
TF with relative local attentionArchitecture=Music Transformer (Relative Local), Number of layers (L)=6, Filter size (fs)=1024, Maximum relative distance (r)=2048, Block size (bs)=512, Sequence length=20482018.091.84
Transformer (TF) baselineArchitecture=Transformer, Number of layers (L)=6, Hidden size (hs)=256, Attention size (att)=512, Filter size (fs)=2048, Maximum relative distance (r)=1024, Number of heads (h)=8, Sequence length=20482018.091.861
TF with local attentionArchitecture=Transformer, Number of layers (L)=8, Filter size (fs)=1024, Block size (bs)=512, Sequence length=20482018.091.863
LSTM with attentionArchitecture=LSTM, Number of layers (L)=3, Hidden size (hs)=1024, Attention size (att)=1024, Sequence length=20482018.091.959
PERFORMANCE RNN (LSTM)Architecture=LSTM, Number of layers (L)=3, Hidden size (hs)=1024, Sequence length=20482018.091.969