It wasn't just the numbers.
Shin took the bulk of their cavalry with him as well as some of their best infantry units.
Prior to that, they were pushing back En Kan's army pretty much everywhere.
When Ou Hon arrived with cavalry, despite his intentions to merely hold their ground, they were still pushing back the Zhao.