Before revision:  However, these visualization techniques do not provide conceptual overviews that consider domain-relevant knowledge that is needed when examining documents such as research articles , technical panels, or news reports.
After revision:  However, these visualization techniques do not provide conceptual overviews that consider domain-relevant knowledge , needed when examining documents such as research articles , technical panels, or news reports.