sentence1: collobert et al , 2011 ) used word embeddings for pos tagging , named entity recognition and semantic role labeling .
sentence2: collobert et al used word embeddings as the input of various nlp tasks , including part-of-speech tagging , chunking , ner , and semantic role labeling .