Before revision:  The attention mechanism is applied on top of CNN to further highlight the high-level representations that capture any important units contributing to a desirable summary.
After revision:  The attention mechanism is applied on top of CNN to further highlight high-level representations that capture any important units contributing to a desirable summary.