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Yes, as an overseas Chinese resident you will need an entry permit to visit Hong Kong.
As per the Hong Kong Immigration Department's Arrangements for Entry to the Hong Kong Special Administrative Region (HKSAR) for Overseas Chinese and Chinese residents of Taiwan:
- PRC passport holders living overseas wishing to enter Hong Kong for visit, employment, training, study or residence should apply for an appropriate entry permit
That page contains further information on how to apply.