What are the chances of generating a valid seed phrase (or 24 mnemonic words) from the BIP39 wordlist of 2048 words?

I know the last word is a checksum generated from the first 23 words, but there's got to some % chance you correctly guess a valid working seed phrase just from manually randomly picking out 24 words...