You can test this yourself. Spin up 12 words and put them into a wallet, and note the first receive address. Put the same words in other software or hardware and note the receive address, it'll be the same. The mempool is pretty empty at the moment too, so you could do it with sats sitting in a UTXO without wasting too much money if you feel like that would be more meaningful.

You do also need the same derivation path, to be clear. That part is usually done in a standard way, but if your first wallet does something different you won't see the same info in other wallets without specifying your derivation path.