How to reproduce the evaluation score in the paper.

[menglin0320]

I'm trying to get the score in the table in paper https://arxiv.org/pdf/1507.08439.pdf. But I found that current model performs a lot better. Is it because the hyperparameters are fine-tunned or I didn't write the right script to get scores.