Before revision:  Finally, we show that these embeddings can be post-hoc modified through simple rules to incorporate domain knowledge and improve performance.
After revision:  Finally, we show that these embeddings can be post-hoc modified through a small number of rules to incorporate domain knowledge and improve performance.