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You need a C-3 visa:
Philippine citizens traveling to South Korea need passports with remaining validity of at least 90 days following their departure date from South Korea. Filipino travelers may apply for the short-term or C-3 visa, which is given for the purpose of tourism, transit, visiting relative, conference and religious ceremony.
(Source)