Unconditional Text Generation on EMNLP 2017 WMT News
36.11PerplexityDM-LSTM
Evaluation Results
| Method | Links | |
|---|---|---|
| DM-LSTMNucleus-p=0.32022.03 | 36.11 | |
| DM-GPT-2Nucleus-p=0.32022.03 | 36.41 | |
| ON-LSTMNucleus-p=0.32022.03 | 37.46 | |
| DM-TransformerNucleus-p=0.32022.03 | 37.74 | |
| AWD-LSTMNucleus-p=0.32022.03 | 37.97 | |
| DM-LSTMNucleus-p=0.42022.03 | 39.53 | |
| DM-TransformerNucleus-p=0.42022.03 | 40.75 | |
| DM-GPT-2Nucleus-p=0.42022.03 | 40.99 | |
| GPT-2Nucleus-p=0.32022.03 | 41.19 | |
| PRPNNucleus-p=0.32022.03 | 41.48 | |
| DM-GPT-2Nucleus-p=0.52022.03 | 41.75 | |
| AWD-LSTMNucleus-p=0.42022.03 | 41.8 | |
| ON-LSTMNucleus-p=0.42022.03 | 42.98 | |
| DM-TransformerNucleus-p=0.52022.03 | 43.25 | |
| GPT-2Nucleus-p=0.42022.03 | 44.05 | |
| TransformerNucleus-p=0.32022.03 | 45.37 | |
| PRPNNucleus-p=0.42022.03 | 45.77 | |
| ON-LSTMNucleus-p=0.52022.03 | 46.16 | |
| DM-GPT-2Nucleus-p=0.62022.03 | 46.18 | |
| TransformerNucleus-p=0.42022.03 | 46.36 | |
| DM-LSTMNucleus-p=0.52022.03 | 47.67 | |
| GPT-2Nucleus-p=0.52022.03 | 47.86 | |
| AWD-LSTMNucleus-p=0.52022.03 | 48.74 | |
| DM-TransformerNucleus-p=0.62022.03 | 49.92 | |
| TransformerNucleus-p=0.52022.03 | 50.9 | |
| GPT-2Nucleus-p=0.62022.03 | 53.97 | |
| DM-LSTMNucleus-p=0.62022.03 | 55.3 | |
| PRPNNucleus-p=0.52022.03 | 55.32 | |
| DM-GPT-2Nucleus-p=0.72022.03 | 55.36 | |
| ON-LSTMNucleus-p=0.62022.03 | 56.69 | |
| AWD-LSTMNucleus-p=0.62022.03 | 57.45 | |
| TransformerNucleus-p=0.62022.03 | 60.27 | |
| DM-TransformerNucleus-p=0.72022.03 | 60.28 | |
| GPT-2Nucleus-p=0.72022.03 | 63.18 | |
| PRPNNucleus-p=0.62022.03 | 64.23 | |
| DM-GPT-2Nucleus-p=0.82022.03 | 67.97 | |
| DM-LSTMNucleus-p=0.72022.03 | 69.38 | |
| TransformerNucleus-p=0.72022.03 | 70.74 | |
| AWD-LSTMNucleus-p=0.72022.03 | 71.77 | |
| ON-LSTMNucleus-p=0.72022.03 | 72.36 | |
| DM-TransformerNucleus-p=0.82022.03 | 76.77 | |
| GPT-2Nucleus-p=0.82022.03 | 81.45 | |
| PRPNNucleus-p=0.72022.03 | 83.98 | |
| TransformerNucleus-p=0.82022.03 | 91.65 | |
| DM-GPT-2Nucleus-p=0.92022.03 | 92.22 | |
| AWD-LSTMNucleus-p=0.82022.03 | 94.22 | |
| DM-LSTMNucleus-p=0.82022.03 | 95.95 | |
| ON-LSTMNucleus-p=0.82022.03 | 98.06 | |
| DM-TransformerNucleus-p=0.92022.03 | 104.03 | |
| PRPNNucleus-p=0.82022.03 | 109.3 | |
| GPT-2Nucleus-p=0.92022.03 | 112.81 | |
| TransformerNucleus-p=0.92022.03 | 125.46 | |
| DM-LSTMNucleus-p=0.92022.03 | 136.98 | |
| AWD-LSTMNucleus-p=0.92022.03 | 146.4 | |
| ON-LSTMNucleus-p=0.92022.03 | 152.6 | |
| DM-GPT-2Nucleus-p=1.02022.03 | 152.98 | |
| PRPNNucleus-p=0.92022.03 | 172.09 | |
| DM-TransformerNucleus-p=1.02022.03 | 182.29 | |
| GPT-2Nucleus-p=1.02022.03 | 192.1 | |
| TransformerNucleus-p=1.02022.03 | 222.27 | |
| DM-LSTMNucleus-p=1.02022.03 | 256.51 | |
| ON-LSTMNucleus-p=1.02022.03 | 274.43 | |
| AWD-LSTMNucleus-p=1.02022.03 | 289.13 | |
| PRPNNucleus-p=1.02022.03 | 302.57 |