It really depends on the problem/situation. Of course MF is very powerful and interpretable despite being very simple. But for my job we did not have success with it, on the other hand we had great success with transformer based sequential recommendation models. Another method you want to look into is GNN. We did not invest it in because it is harder (not impossible) to scale. For example look into pinsage