import tensorflow as tf

      source_top_span_emb = tf.nn.dropout(util.projection(top_span_emb, util.shape(top_span_emb, -1)), self.dropout) # [k, emb]
    target_top_span_emb = tf.nn.dropout(top_span_emb, self.dropout) # [k, emb]
