“which said that interest rates mean revert over long time horizon and hence if the rates rise, one should sell short term as the long term is likely to revert back to the norm.” - this only true if interest rates already risen. But in your question, you are expecting it to rise.
in other word, mean reversion assumption help you to form an expectation. When you already have an expectation, you should act accordingly