Before revision:  In experiments, we achieve the state-of-the-art or competitive performance on three popular link predictionbenchmarks. In addition, we empirically reduce the inference costs by one or two orders of magnitude compared to a recent context-based encoding approach and meanwhile keep a superior quality of prediction .
After revision:  In experiments, we achieve the state-of-the-art or competitive performance on three benchmarks and a zero-shot dataset for link prediction, with highlights of inference costs reduced by 1-2 orders of magnitude compared to a recent context-based encoding approach and meanwhile keep a superior quality of prediction .