Before revision:  Our improved baseline model, incorporated with entity representations with type markersand confidence-based classification for enhanced NA instance detection , achieves an F1 of 75.0\% on TACRED, significantly outperforms previous SOTA methods  .
After revision:  Our improved baseline model, incorporated with entity representations with typed markers , achieves an F1 of 75.0\% on TACRED, significantly outperforms previous SOTA methods .