We use negative sampling to form a training batch B adding n negative samples (s ij = 0) for each real (s ij > 0) training instance: each real node (synset) pair with zero similarities, where v k and v l are randomly sampled nodes from V .
we additionally used human-annotated semantic similarities from the same SimLex999.