Yorkshire Dave
Western Thunderer
For baseboard joining, I generally fit a split batten (or French cleat), which gives the second board something to sit on, as well as defining the level. It is also 'self-closing'. It does not however align sided to side, but that is less of an issue. Of course I also fit a couple of bolts to prevent accidents.
I use a variation of this and to prevent lateral movement I use blocks on the ends of the cleat. Of course if it French cleat was V shaped looking face on it will solve the lateral movement. However, I do omit the bolts as being unnecessary and let gravity do its work to lock the boards - to date I've never had any issues.