Cleveland NBC affiliate WKYC reports the captors beat the women while they were pregnant and the babies didn't survive.
Investigators found "disturbed dirt" in the backyard of the house where the women were held, but it is unclear if that's related to the pregnancies.
A six-year-old girl was also found with the three missing women, and she is believed to be the daughter of one of them.