Medical NLP

Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension EMNLP 2025 Clinicians’ Voice: Fundamental Considerations for XAI in Healthcare MLHC 2025 CMQCIC-Bench: A Chinese Benchmark for Evaluating Large Language Models in Medical Quality Control Indicator Calculation ACL 2025 CRAB: A Benchmark for Evaluating Curation of Retrieval-Augmented LLMs in Biomedicine EMNLP 2025 Detecting Omissions in LLM-Generated Medical Summaries EMNLP 2025 Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications EMNLP 2025 Enhancing NER by Harnessing Multiple Datasets with Conditional Variational Autoencoders ACL 2025 Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding MLHC 2025 Evaluating Automatic Speech Recognition Pipelines for Mandarin-English Bilingual Child Language Assessment in Telehealth Interspeech 2025 Exploring Large Language Models for Detecting Mental Disorders EMNLP 2025 Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Interspeech 2025 Fine-tuning LLMs to Extract Epilepsy Seizure Frequency Data from Health Records ACL 2025 Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation EMNLP 2025 FRAME: Feedback-Refined Agent Methodology for Enhancing Medical Research Insights ACL 2025 Gender-Neutral Large Language Models for Medical Applications: Reducing Bias in PubMed Abstracts ACL 2025 Guardians of Trust: Risks and Opportunities for LLMs in Mental Health ACL 2025 High-Quality Medical Dialogue Synthesis for Improving EMR Generation EMNLP 2025 KHU_LDI at BioLaySumm2025: Fine-tuning and Refinement for Lay Radiology Report Generation ACL 2025 Knowledge-Augmented Multimodal Clinical Rationale Generation for Disease Diagnosis with Small Language Models ACL 2025 Label-Perceptive Adversarial Domain Adaptation for Named Entity Recognition in Traditional Chinese Medicine: Dataset and Approach ACML 2025 LCDS: A Logic-Controlled Discharge Summary Generation System Supporting Source Attribution and Expert Review ACL 2025 LLM as Entity Disambiguator for Biomedical Entity-Linking ACL 2025 Long-Term Development of Attitudes towards Schizophrenia and Depression in Scientific Abstracts ACL 2025 MedFact: A Large-scale Chinese Dataset for Evidence-based Medical Fact-checking of LLM Responses EMNLP 2025 MedLinkDE – MedDRA Entity Linking for German with Guided Chain of Thought Reasoning EMNLP 2025