Before revision:  Empirically, we demonstrate that SANS finds high-quality negatives that are highly competitive with SOTA methods, and requires no additional parameters nor difficult adversarial optimization.
After revision:  Empirically, we demonstrate that SANS finds semantically meaningful negatives and is competitive with SOTA methods, and requires no additional parameters nor difficult adversarial optimization.