- MSc or PhD in Computer Science, Computational Linguistics, or a related field (or equivalent research/industry experience in NLP or ML) - Experience training and deploying transformer-based NLP models, especially for NER or structured extraction - Strong Python skills. Comfortable with PyTorch, Hu