From BBC News:

A spokeswoman for President Beji Caid Essebsi made the announcement and congratulated women on gaining "the freedom to choose one's spouse".

Until now, a non-Muslim man who wished to marry a Tunisian Muslim woman had to convert to Islam and submit a certificate of his conversion as proof.

Read more here.