HFE (that stands for Hidden Field Equations) belongs to multivariate cryptography and was designed by Jacques Patarin in 1996 as a public key trapdoor suitable for encryption or signature. This original basic version is unfortunately known to have a super-polynomial attack, but as imagined since the beginning, it comes with various variants, one can describe as combinations of “modifiers”. In this work, we first present the state of the art of these modifiers, along with their effect on the complexity of the main cryptanalysis techniques against -based schemes. This allows us, in a second time, to identify a combination of two modifiers that has not yet been explored and may still be secure with efficient parameters. Based on our analysis, we propose a new signature scheme that offers extremely short signature sizes, with reasonable public key sizes and performance. In particular, we rely on the classical Feistel-Patarin technique to reduce signature sizes below two times the security parameter.