Hi,
Split year only applies in the tax year in which you arrive or leave the UK.
After that, you and your partner will be considered 'tax non resident' for the whole tax year.
You will need to follow the guidance at
RDR3 to work out the maximum number of days you or your partner can stay in the UK and not become 'UK tax resident' for the whole tax year.
Thank you.