Medical NLP

Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation ACL 2026 CAMEC: Complexity-Aware Multi-Expert Collaboration for Reliable Chinese Medical Question Answering ACL 2026 Can Continual Pretraining Bridge the Performance Gap between General-purpose and Specialized Language Models in the Medical Domain? ACL 2026 CT-FineBench: A Diagnostic Fidelity Benchmark for Fine-Grained Evaluation of CT Report Generation ACL 2026 FD-NL2SQL: Feedback-Driven Clinical NL2SQL that Improves with Use ACL 2026 LAMP-MedQA: A Lightweight Multi-Agent System for Patient-Oriented Medical Question Answering ACL 2026 MApLe: Multi-instance Alignment of Diagnostic Reports and Large Medical Images MIDL 2026 MLLM-HWSI: A Multimodal Large Language Model for Hierarchical Whole Slide Image Understanding CVPR 2026 Phrase-grounded APO for Improving Chest X-ray Report Generation CVPR 2026 SAT-RRG: LLM-Guided Self-Adaptive Training for Radiology Report Generation with Token-Level Push-Pull Optimization CVPR 2026 Thesis Proposal: LLMs post-training for multilingual medical tasks. Instruction-Tuning, Continual-Pretraining or Reasoning? ACL 2026 TIM: Temporal Decoupling with Iterative Mutual-Refinement Model for Longitudinal Radiology Report Generation CVPR 2026 Towards Efficient Medical Reasoning with Minimal Fine-Tuning Data CVPR 2026 Accelerating Cross-Encoders in Biomedical Entity Linking ACL 2025 AdaBioBERT: Adaptive Token Sequence Learning for Biomedical Named Entity Recognition ACL 2025 Advancing Biomedical Claim Verification by Using Large Language Models with Better Structured Prompting Strategies ACL 2025 A General Knowledge Injection Framework for ICD Coding ACL 2025 Alzheimer’s Dementia Detection Using Perplexity from Paired Large Language Models Interspeech 2025 A Retrieval-Based Approach to Medical Procedure Matching in Romanian ACL 2025 Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models EMNLP 2025 AutoMedEval: Harnessing Language Models for Automatic Medical Capability Evaluation ACL 2025 Auto Review: Second Stage Error Detection for Highly Accurate Information Extraction from Phone Conversations ACL 2025 Benchmarking zero-shot biomedical relation triplet extraction across language model architectures ACL 2025 Can Large Language Models Accurately Generate Answer Keys for Health-related Questions? ACL 2025 CaseReportCollective: A Large-Scale LLM-Extracted Dataset for Structured Medical Case Reports ACL 2025