Before revision:  The adoption of prediction-based word embeddings incorporates the semantical features in the text to overcome a major limitation available with previous approaches.
After revision:  The adoption of word embeddings gives Embed2Detect the capability to incorporate powerful semantical features into event detection and overcome a major limitation available with previous approaches.