Before revision:  Besides, built upon RocketQA, we achieve the first rank at the leaderboard of MSMARCO Passage Ranking Task .
After revision:  We also conduct extensive experiments to examine the effectiveness of the three strategies in RocketQA. Besides, we demonstrate that the performance of end-to-end QA can be improved based on our RocketQA retriever .