5 In MATRES, only a fraction of the examples contain time expressions and are consequently affected by inclusion of time embeddings.
to test the full potential of the proposed approach, we additionally collect a test dataset of examples with explicit timexes that expose their temporal relation; we view the timexes as distant supervision for the event pairs.