Music Generation on Lakh MIDI (LMD) (test)
1.64Perplexity (1024 context)Transformer-XL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Transformer-XL2022.10 | 1.64 | 1.45 | 1.43 | 15.66 | |
| Museformer2022.10 | 1.64 | 1.41 | 1.35 | 0.95 | |
| Longformer2022.10 | 1.65 | 1.46 | 1.45 | 5.25 | |
| Museformerablation=w/o coarse-grained2022.10 | 1.65 | 1.42 | 1.38 | 1.08 | |
| Museformerablation=w/o bar selection2022.10 | 1.65 | 1.43 | 1.39 | 6.39 | |
| Music Transformer2022.10 | 1.66 | 1.77 | 2.55 | 2.49 | |
| Linear Transformer2022.10 | 1.86 | 1.67 | 1.64 | 1.97 |