Once a translation is published with Content Translation it cannot be currently edited. This makes sense because the target article may have changed, and users may be overwriting other people changes without noticing. However, we can think on more advanced strategies to overcome that limitation (some users seem to use a workaround to keep the translation as in-progress).
We can allow to resume a published translation if the published article has not been modified since the translation was published.