However, even when the category shortlists have been merged, judges still retain the right to identify a single winner in the unlisted category; for example, at the 25th Lambda Literary Awards in 2013 the judges named both fiction and non-fiction winners in the Bisexual Literature category, and at the 29th Lambda Literary Awards in 2017 the judges picked a title from the Bisexual Fiction shortlist as the winner in Bisexual Poetry despite the lack of an advance poetry shortlist.

Colm Tóibín is the only writer to have won two awards in the Gay Fiction category for The Master in 2004 and for The Empty Family in 2011.

Paul Monette is the only writer to have won two awards in the Gay Non-Fiction category, for Borrowed Time in 1989 and for Becoming a Man in 1993.

[7] In 2004, the book The Man Who Would Be Queen: The Science of Gender-Bending and Transsexualism by the highly controversial researcher J. Michael Bailey was announced as a finalist in the Transgender category of the 2003 Awards.

Transgender people immediately protested the nomination and gathered thousands of petition signatures in opposition within a few days.

After the petition, the Foundation's judges examined the book more closely, decided that they considered it transphobic and removed it from their list of finalists.