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Music Generation on Lakh MIDI (LMD) (test)
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1.64
Perplexity (1024 context)
Transformer-XL
1.6312
1.6906
1.75
1.8094
Oct 19, 2022
Perplexity (1024 context)
Perplexity (5120 context)
Perplexity (10240 context)
Spectral Entropy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Perplexity (1024 context)
Perplexity (5120 context)
Perplexity (10240 context)
Spectral Entropy
Transformer-XL
2022.10
1.64
1.45
1.43
15.66
Museformer
2022.10
1.64
1.41
1.35
0.95
Longformer
2022.10
1.65
1.46
1.45
5.25
Museformer
ablation=w/o coarse-gr...
2022.10
1.65
1.42
1.38
1.08
Museformer
ablation=w/o bar selec...
2022.10
1.65
1.43
1.39
6.39
Music Transformer
2022.10
1.66
1.77
2.55
2.49
Linear Transformer
2022.10
1.86
1.67
1.64
1.97
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