The results indicate that the BiLSTM-CRF framework is a better fit for encoding order information and long-range context dependency for such sequence labeling task.
in sentence S1, the negative focus is the propositional clause until the market close, yielding the interpretation that mutual fund trades take effect, but not until the market close.