medical knowledge

Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing EACL 2026 Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models EMNLP 2025 Depression Detection on Social Media with Large Language Models EMNLP 2025 EMPEC: A Comprehensive Benchmark for Evaluating Large Language Models Across Diverse Healthcare Professions ACL 2025 Facts Fade Fast: Evaluating Memorization of Outdated Medical Knowledge in Large Language Models EMNLP 2025 Overview of the ClinIQLink 2025 Shared Task on Medical Question-Answering ACL 2025 Pattern Recognition or Medical Knowledge? The Problem with Multiple-Choice Questions in Medicine ACL 2025 Reliable and Diverse Evaluation of LLM Medical Knowledge Mastery ICLR 2025 ClinicalRAG: Enhancing Clinical Decision Support through Heterogeneous Knowledge Retrieval ACL 2024 Extracting and Encoding: Leveraging Large Language Models and Medical Knowledge to Enhance Radiological Text Representation ACL 2024 FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection NeurIPS 2024 Guiding Clinical Reasoning with Large Language Models via Knowledge Seeds IJCAI 2024 Knowledge-augmented Graph Neural Networks with Concept-aware Attention for Adverse Drug Event Detection COLING 2024 Language Models are Surprisingly Fragile to Drug Names in Biomedical Benchmarks EMNLP 2024 MedExQA: Medical Question Answering Benchmark with Multiple Explanations ACL 2024 MedREQAL: Examining Medical Knowledge Recall of Large Language Models via Question Answering ACL 2024 MultifacetEval: Multifaceted Evaluation to Probe LLMs in Mastering Medical Knowledge IJCAI 2024 Medical knowledge-enhanced prompt learning for diagnosis classification from clinical text ACL 2023 Incorporating medical knowledge in BERT for clinical relation extraction EMNLP 2021 A System for Medical Information Extraction and Verification from Unstructured Text AAAI 2020 Lessons from Natural Language Inference in the Clinical Domain EMNLP 2018