Language Modeling on CTB (test)
148.5Perplexity (Test)RNNG
Evaluation Results
| Method | Links | |
|---|---|---|
| RNNGimplementation=correct2016.02 | 148.5 | |
| RNNGimplementation=buggy2016.02 | 171.9 | |
| RNNG2016.02 | 171.9 | |
| RNNG → URNNGtraining=initialized from supervised RNNG2019.04 | 181.1 | |
| RNNGtraining=supervised2019.04 | 193.1 | |
| URNNGtraining=unsupervised2019.04 | 195.7 | |
| RNNLM2019.04 | 201.3 | |
| Right Branching Trees2019.04 | 203.5 | |
| LSTM LM2016.02 | 207.3 | |
| LSTM LM2016.02 | 207.3 | |
| Random Trees2019.04 | 209.1 | |
| PRPNHyperparameters=tuned2019.04 | 216 | |
| Left Branching Trees2019.04 | 223.6 | |
| IKN 5-gram2016.02 | 255.2 | |
| IKN 5-gram2016.02 | 255.2 | |
| PRPNHyperparameters=default2019.04 | 290.9 |