Similarly, we trained a POS tagger using the Singlish dependency treebank alone with pretrained word embeddings on The Singapore Component of the International Corpus of English (ICE-SIN) (Nihilani, 1992;Ooi, 1997), which consists of both spoken and written texts.
due to limited amount of training data, the Input layer Feature layer w S Figure 5: Base parser tagging accuracy is not satisfactory even with a larger dropout rate to avoid over-fitting.