We leave for future work an investigation into whether more fine-grained topic segments can lead to further performance gains.
it will be interesting to study if work on argumentative zoning (Teufel and Kan, 2011) can be applied to newswire articles, and whether the subsequent learnt document structures can be used to delineate topic segments more accurately.