Before revision:  The results obtained from the experiments reveal that our approach is capable of effective and efficient event detection with the proof of significant improvements over baselines. For sports data set, Embed2Detect achieved 27\% higher F-measure than the best performed baseline method and for political data set, it was an increase by 29\%.
After revision:  The results obtained from the experiments reveal that our approach is capable of effective and efficient event detection and it outperforms the recent event detection methods. For the sports data set, Embed2Detect achieved 27\% higher F-measure than the best performed baseline method and for political data set, it was an increase by 29\%.