At least seven FARC militants were killed in clashes in a rural area of southwest Colombia, the military said.
The military also seized six rifles, two pistols, explosives, grenades and weapons suppliers after the fighting on Saturday in Narino province, near the border with Ecuador, General Leonardo Barrero said.
The FARC -- the Revolutionary Armed Forces of Colombia -- is the country's largest leftist guerrilla group, and the insurgency it has waged since 1964 is the oldest in Latin America.
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Colombia's armed conflicts -- which also involve other leftist groups, right-wing paramilitary groups and drug trafficking organisations -- have displaced more than 3.7 million people and killed around 600,000 over the past five decades.
In Narino, the FARC along with Colombia's second-largest guerrilla group the ELN and criminal gangs of ex-paramilitaries and drug cartels, have battled over the past 20 years to control the illegal cultivation and export of cocaine and marijuana through Colombia's Pacific coast.