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The Word and the Way: Strategies for Domain-Specific BERT Pre-Training in German Medical NLP

arXiv cs.CL · 2026-06-03 Cached

This paper introduces ChristBERT, a family of domain-specific RoBERTa-based language models for German clinical NLP, and evaluates three domain adaptation strategies (continued pre-training, pre-training from scratch, and vocabulary adaptation) on medical named entity recognition and text classification tasks, achieving state-of-the-art results.

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Specialty-Specific Medical Language Model for Immune-Mediated Diseases

arXiv cs.CL · 2026-05-29 Cached

This paper presents a specialty-specific medical language model for extracting information from clinical narratives about immune-mediated and infectious diseases, using a BiLSTM-CNN-Char architecture trained on a curated corpus of 371 case reports, achieving an F1 score of 0.89.

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jackxinning/Leanly_AI

Hugging Face Models Trending · 2026-04-16 Cached

Leanly_AI is a specialized large language model developed by Fuzhou University hospitals to provide evidence-informed psychological support for patients undergoing clinical weight management. The model integrates population health data to address obesity-related emotional challenges while maintaining clinical interpretability and safety.

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