| Benchmark | Model | Rank | Results |
|---|---|---|---|
| language-modelling-on-penn-treebank-word | adversarial + AWD-LSTM-MoS + dynamic eval | #5 | Test perplexity: 46.01Validation perplexity: 46.63Params: 22M |
| language-modelling-on-wikitext-103 | AdvSoft (+ 4 layer QRNN + dynamic eval) | #63 | Test perplexity: 28.0Validation perplexity: 27.2 |
| language-modelling-on-wikitext-2 | adversarial + AWD-LSTM-MoS + dynamic eval | #12 | Test perplexity: 38.65Validation perplexity: 40.27… |
| machine-translation-on-wmt2014-english-german | Transformer Big + adversarial MLE | #23 | BLEU score: 29.52 |