This finding suggests that temporal indicators should be divided into two groups according to their semantic roles rather than grammatical categories.
we propose the third model, namely Semantic Role based Grouping Model (SRG), in which the indicators are manually re-marked as TI_j_pos or TI_at_pos 4 .