Love joined guitarist Eric Erlandson, bassist Melissa Auf der Maur and drummer Patty Schemel at Public Assembly in Brooklyn on Friday evening, Fuse reports.
Erlandson, Auf der Maur and Schemel had been performing as Trinity Jam at the gig as an afterparty for the Schemel documentary Hit So Hard
Auf der Maur said: "Is there a lady still in the house that wants to join us for a song?
"Is there a lovely lady named Miss World anywhere? There might be, we never know. We never know, you never know..."
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Love then joined the band for a rendition of 'Miss World' and later rejoined the trio for a run through The Wipers' 'Over the Edge'.
Erlandson, Auf der Maur, Schemel and Love were the lineup behind Hole's second and third albums Live Through This and Celebrity Skin.
In 2010, Love reformed Hole as the sole original member alongside Micko Larkin and Scott Lipps and released the comeback album Nobody's Daughter.
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Watch the Hole 'Celebrity Skin' music video below: