Timeline construction involves identifying temporal relations between events (Do et al., 2012;Mc-Closky and Manning, 2012;D'Souza and Ng, 2013), and is thus related to process extraction as both focus on event-event relations spanning multiple sentences.
events in processes are tightly coupled in ways that go beyond simple temporal ordering, and these dependencies are central for the process extraction task.