Before revision:  Our improved baseline model, incorporated with entity representations with typed markers, achieves an F1 of 74.6  on TACRED, significantly outperforms previous SOTA methods.
After revision:  Our improved baseline model, incorporated with entity representations with typed markers, achieves an F1 of 74.6 \% on TACRED, significantly outperforms previous SOTA methods.