to assess the generalization capabilities of task-specific language models and LLM foundation models with respect to typical subdomain shifts. To do so, the model performance is evaluated on two datasets, where one is sampled from the same documents as the training samples/few-shot demonstrations, and the other is sampled from separate publications. The scope of this out-ofdistribution dataset is microstructure-property relationships with a weaker emphasis on fatigue.