Pragmatic Neural Language Modelling in Machine Translation
Table 7: Qualitative analysis of clustering strategies on fr→en data.
['[BOLD] Normalisation', '[BOLD] Clustering', '[BOLD] BLEU']
From these results, we learn that the clustering technique employed to partition the vocabulary into classes can have a huge impact on translation quality and that Brown clustering is clearly superior to frequency binning.