A police report says the 24-year-old Doss was "out of control" and arrested during a disturbance with another man Wednesday afternoon. The report provided no additional details on the incident. Police spokesman Sgt. Kendale Adams said he also had no details.
Adams said the Marion County Prosecutor's Office declined to file charges.
A Jaguars spokesman said they are aware of the incident but have no comment at this time.
A telephone message seeking comment was left with Doss' agent, Jared Fox.
Doss was a fourth-round draft pick out of Indiana by the Baltimore Ravens in 2011. Jacksonville signed him as a free agent last month.
Doss attended Ben Davis High School in Indianapolis.
ESPN.com Jaguars reporter Michael DiRocco contributed to this report.