Clinical NLP

SciClaims: An End-to-End Generative System for Biomedical Claim Analysis EMNLP 2025 SECRET: Semi-supervised Clinical Trial Document Similarity Search ACL 2025 Section-Level Simplification of Biomedical Abstracts EMNLP 2025 Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025 Simplified Rewriting Improves Expert Summarization IJCNLP 2025 SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes EMNLP 2025 SMART: Simulated Students Aligned with Item Response Theory for Question Difficulty Prediction EMNLP 2025 Speech Annotation for A: Accuracy, Access, and Application Interspeech 2025 Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models ACL 2025 Synthetic Empathy: Generating and Evaluating Artificial Psychotherapy Dialogues to Detect Empathy in Counseling Sessions NAACL 2025 SzegedAI at ArchEHR-QA 2025: Combining LLMs with traditional methods for grounded question answering ACL 2025 Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025 Thapar Titan/s : Fine-Tuning Pretrained Language Models with Contextual Augmentation for Mistake Identification in Tutor–Student Dialogues ACL 2025 The Sound of Syntax: Finetuning and Comprehensive Evaluation of Language Models for Speech Pathology EMNLP 2025 Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation EMNLP 2025 Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models NAACL 2025 Towards Knowledge-Guided Biomedical Lay Summarization using Large Language Models NAACL 2025 Tracking Life’s Ups and Downs: Mining Life Events from Social Media Posts for Mental Health Analysis ACL 2025 UIC at ArchEHR-QA 2025: Tri-Step Pipeline for Reliable Grounded Medical Question Answering ACL 2025 UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning NAACL 2025 UniBuc-SB at ArchEHR-QA 2025: A Resource-Constrained Pipeline for Relevance Classification and Grounded Answer Synthesis ACL 2025 UNIBUC-SD at ArchEHR-QA 2025: Prompting Our Way to Clinical QA with Multi-Model Ensembling ACL 2025 UTSamuel at ArchEHR-QA 2025: A Clinical Question Answering System for Responding to Patient Portal Messages Using Generative AI ACL 2025 UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting ACL 2025 VeReaFine: Iterative Verification Reasoning Refinement RAG for Hallucination-Resistant on Open-Ended Clinical QA ACL 2025