Partition problem is weakly NP-complete since it has polynomial (pseudo-polynomial) time algorithm if input integers are bounded by some polynomial. However, 3-Partition is strongly NP-complete problem even if input integers are bounded by a polynomial.
Assuming, $\mathsf{P \ne NP}$, Can we prove that intermediate NP-complete problems must exist? If the answer is yes, Is there such "natural" candidate problem?
Here, Intermediate NP-complete problem is a problem that neither has a pseudo-polynomial time algorithm nor NP-complete in the strong sense.
I guess that there is an infinite hierarchy of intermediate NP-complete problems between weak NP-completeness and strong NP-completeness.
EDIT March 6th: As mentioned in the comments, an alternative way to pose the question is:
Assuming, $\mathsf{P \ne NP}$, Can we prove the existence of NP-complete problems that neither have polynomial time algorithm nor NP-complete when the numerical inputs are presented in unary? If the answer is yes, Is there such "natural" candidate problem?
EDIT2 March 6: The reverse direction of the implication is true. The existence of such "intermediate" $NP$-complete problems implies $\mathsf{P \ne NP}$ since if $\mathsf{ P=NP}$ then unary $NP$-complete problems are in $P$.