Language Modeling on Yahoo
-325.7Prior LLFB-VAE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FB-VAElambda=162022.11 | -325.7 | -320.8 | 16.1 | 8.5 | 32 | 8 | |
| BN-VAEgamma=0.62022.11 | -327.6 | -321.1 | 6.6 | 5.9 | 32 | 32 | |
| cyclic-VAE2022.11 | -329.8 | -328.9 | 1.1 | 1 | 2 | 31 | |
| FB-VAElambda=42022.11 | -329.8 | -328.4 | 3.9 | 1.8 | 32 | 32 | |
| skip-VAE2022.11 | -330.1 | -325.2 | 5 | 4.3 | 8 | 31 | |
| DG-VAE|b|=42022.11 | -330.4 | -318.3 | 14.3 | 9.1 | 11 | 32 | |
| bow-VAE2022.11 | -330.5 | -330.5 | 0 | 0 | 0 | 32 | |
| δ-VAEdelta=0.152022.11 | -330.5 | -330.6 | 4.8 | 0 | 0 | 0 | |
| VAEconfig=default2022.11 | -330.7 | -330.7 | 0 | 0 | 0 | 32 | |
| DG-VAE|b|=12022.11 | -330.7 | -330.7 | 0 | 0 | 0 | 32 | |
| β-VAEbeta=0.42022.11 | -330.8 | -324.8 | 7 | 6.7 | 3 | 31 | |
| BN-VAEgamma=1.22022.11 | -330.9 | -310.1 | 26.2 | 9.2 | 32 | 0 | |
| β-VAEbeta=0.22022.11 | -338.6 | -310.3 | 30.1 | 9.2 | 22 | 25 | |
| BN-VAEgamma=1.82022.11 | -343.5 | -308.6 | 51.3 | 9.2 | 32 | 0 | |
| FB-VAElambda=492022.11 | -344.6 | -296.1 | 50 | 9.2 | 32 | 0 | |
| DG-VAE|b|=322022.11 | -355.4 | -294.1 | 65.2 | 9.1 | 32 | 32 | |
| DG-VAEconfig=default2022.11 | -358 | -290.8 | 70.8 | 9.1 | 32 | 32 | |
| β-VAEbeta=0.12022.11 | -369.9 | -289.6 | 83.7 | 9.2 | 32 | 0 |