Franklin E. Robinson was a resident of Mansfield on July 31, 1863 when he enlisted as a Private in Co. I of the 18th Regiment Connecticut Volunteer Infantry; he deserted on November 11, 1864.

He was not living in Mansfield in the 1860 U.S. census; no further information is known.