Go like a bat out of hell is the present tense of went like a bat out of hell.
The third-person singular simple present indicative form of go like a bat out of hell is goes like a bat out of hell.
The present participle of go like a bat out of hell is going like a bat out of hell.
The past participle of go like a bat out of hell is gone like a bat out of hell.