Essays about: "character-based neural machine translation"

Found 1 essay containing the words character-based neural machine translation.

1. 1. Spelling Normalization of English Student Writings

   University essay from Uppsala universitet/Institutionen för lingvistik och filologi

   Author : Yuchan HONG; [2018]
   Keywords : spelling normalization; English student writings; phonetic similarity comparison; Levenshtein edit distance; character-based statistical machine translation; character-based neural machine translation;

   Abstract : Spelling normalization is the task to normalize non-standard words into standard words in texts, resulting in a decrease in out-of-vocabulary (OOV) words in texts for natural language processing (NLP) tasks such as information retrieval, machine translation, and opinion mining, improving the performance of various NLP applications on normalized texts. In this thesis, we explore different methods for spelling normalization of English student writings including traditional Levenshtein edit distance comparison, phonetic similarity comparison, character-based Statistical Machine Translation (SMT) and character-based Neural Machine Translation (NMT) methods. READ MORE