The present invention concerns antibody-like binding protein specifically binding to CD3 and CD123. The invention also relates to pharmaceutical compositions comprising said antibody-like binding protein and the use of said pharmaceutical compositions and antibody-like binding protein to treat cancer. The invention further relates to isolated nucleic acids, vectors and host cells comprising a sequence encoding said antibody-like binding protein.