[jsmith45]

Seems like a classic case of a term of art overlapping with normal English terminology.

Knowing that you will be doing further training on a provided model (even "just" extensive fine-tuning), one would want to distinguish the training done before you get your hands on it, from the training you do. An obvious word for that previous training is pre-training, which unfortunately conflicts with a term of art.