The Navy Spokesman said on Sunday that the victims were part of a six-man crew that sailed from the Tangalle Fisheries Harbour, Xinhua news agency reported.
They found the bottle around 320 nautical miles off the coast and had consumed its contents believed to be alcohol, he added.
Wickramasuriya said one survivor is in critical condition and currently receiving emergency treatment.