If you have the title for the land in your or your partner's name, then even if the previous owner would somehow be aware that the tax declaration is still in their name, I would not worry to much about a theoretical ownership claim by the previous owners.
The Supreme Court in the Philippines decided that a Tax declaration alone is not sufficient proof of ownership without adequate supporting documentation.