David Fincher's movie, about the invention of Facebook.com, has already garnered favour from critics' groups in New York and Los Angeles, and landed six Golden Globe nominations when the contenders were announced on Tuesday (14Dec10).
And it's earned a further three top accolades from the latest round of awards.
The San Francisco Film Critics Circle praised The Social Network and its screenwriter Aaron Sorkin, handing him the Best Adapted Screenplay prize, while Fincher tied with Black Swan filmmaker Darren Aronofsky to share the Best Director title.
Elsewhere, Colin Firth was named Best Actor for The King's Speech and Michelle Williams took home the Best Actress award for Blue Valentine.
The Indiana Film Journalists Awards also hailed Sorkin for his writing, beating Inception to the honour. However, all was not lost for the sci-fi thriller's Christopher Nolan, who claimed best director.
Natalie Portman (Black Swan) and James Franco (127 Hours) both won the top acting accolades.
Meanwhile, the African-American Film Critics Association also honoured Hally Berry for best actress in Frankie and Alice, and Mark Wahlberg scored the male equivalent for boxing biopic The Fighter.