(it should get ~82 on valid and ~79 on test) $ python main.py --dataset ptb ..... epoch: [24] [ 250/ 265] loss: 3.466149 Valid: loss: 5.225354, perplexity: 185.927017 {'perplexity': 83.749542031012467, 'epoch': 24, 'valid_perplexity': 146.71359295576036, 'learning_rate': 0.5} [_] Saving checkpoints... Test: loss: 4.836956, perplexity: 126.084908 [_] Test loss: 4.954320, perplexity: 141.786226