Medical NLP

ADE Oracle at #SMM4H 2024: A Two-Stage NLP System for Extracting and Normalizing Adverse Drug Events from Tweets ACL 2024 Adversarial Text Generation using Large Language Models for Dementia Detection EMNLP 2024 Assisting Breastfeeding and Maternity Experts in Responding to User Queries with an AI-in-the-loop Approach EMNLP 2024 Benchmarking Large Language Models on Communicative Medical Coaching: A Dataset and a Novel System ACL 2024 Beyond Abstracts: A New Dataset, Prompt Design Strategy and Method for Biomedical Synthesis Generation ACL 2024 Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning EMNLP 2024 BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains ACL 2024 Bio-RFX: Refining Biomedical Extraction via Advanced Relation Classification and Structural Constraints EMNLP 2024 BIT@UA at #SMM4H 2024 Tasks 1 and 5: finding adverse drug events and children’s medical disorders in English tweets ACL 2024 CASE: Efficient Curricular Data Pre-training for Building Assistive Psychology Expert Models EMNLP 2024 Characterizing Information Seeking Events in Health-Related Social Discourse AAAI 2024 Cochrane-auto: An Aligned Dataset for the Simplification of Biomedical Abstracts EMNLP 2024 CORE-BEHRT: A Carefully Optimized and Rigorously Evaluated BEHRT MLHC 2024 Deloitte at #SMM4H 2024: Can GPT-4 Detect COVID-19 Tweets Annotated by Itself? ACL 2024 DictLLM: Harnessing Key-Value Data Structures with Large Language Models for Enhanced Medical Diagnostics ACL 2024 DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language Models NeurIPS 2024 DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction EMNLP 2024 DOSSIER: Fact Checking in Electronic Health Records while Preserving Patient Privacy MLHC 2024 EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records EMNLP 2024 Enhancing Adverse Drug Event Detection with Multimodal Dataset: Corpus Creation and Model Development ACL 2024 Enhancing Social Media Health Prediction Certainty by Integrating Large Language Models with Transformer Classifiers ACL 2024 Extracting and Encoding: Leveraging Large Language Models and Medical Knowledge to Enhance Radiological Text Representation ACL 2024 Extractive Medical Entity Disambiguation with Memory Mechanism and Memorized Entity Information EMNLP 2024 FORCE: A Benchmark Dataset for Foodborne Disease Outbreak and Recall Event Extraction from News ACL 2024 GREEN: Generative Radiology Report Evaluation and Error Notation EMNLP 2024