Before revision:  We further employ a fix-sized queue to store the items' representations computed in previously processed batches, and use the queue to serve as an effective sampler of negative examples.
After revision:  We further employ a fixed-size queue to store the items' representations computed in previously processed batches, and use the queue to serve as an effective sampler of negative examples.