In this paper, the abstract mentions that the classical work of Andrásfai, Erdős, and Sós implies:
Every $n$-vertex graph with odd girth $2k+1$ and minimum degree bigger than $\dfrac{2}{2k+1}n$ must be bipartite.
I think the statement is wrong.
My idea is that if G is a graph with odd girth $2k+1$, then it contains an odd cycle (with length $2k+1$). Therefore G is not bipartite, which contradicts to the result of the statement.
Is that statement false? Or did I misunderstand something?
The result is not wrong. It's "saved" by the definition of odd girth: a graph's odd girth is at least $g$ if it contains no odd cycles of length less than $g$. In effect, the classical work showed that graphs with the stipulated minimum degree and lower bound on the odd girth must in fact have no odd cycles at all and therefore be bipartite.