Natural Language Processing

Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers ICLR 2025 Mechanism Design for Large Language Models (Extended Abstract) IJCAI 2025 Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic Evaluations EMNLP 2025 Mechanistic Unlearning: Robust Knowledge Unlearning and Editing via Mechanistic Localization ICML 2025 MECoT: Markov Emotional Chain-of-Thought for Personality-Consistent Role-Playing ACL 2025 MedArabiQ: Benchmarking Large Language Models on Arabic Medical Tasks MLHC 2025 MedCite: Can Language Models Generate Verifiable Text for Medicine? ACL 2025 MedCOD: Enhancing English-to-Spanish Medical Translation of Large Language Models Using Enriched Chain-of-Dictionary Framework EMNLP 2025 MedDecXtract: A Clinician-Support System for Extracting, Visualizing, and Annotating Medical Decisions in Clinical Narratives ACL 2025 MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes ACL 2025 MedEthicEval: Evaluating Large Language Models Based on Chinese Medical Ethics NAACL 2025 MedEureka: A Medical Domain Benchmark for Multi-Granularity and Multi-Data-Type Embedding-Based Retrieval NAACL 2025 MedFact: A Large-scale Chinese Dataset for Evidence-based Medical Fact-checking of LLM Responses EMNLP 2025 MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models EMNLP 2025 Media of Langue: Exploring Word Translation Network NAACL 2025 Medical Graph RAG: Evidence-based Medical Large Language Model via Graph Retrieval-Augmented Generation ACL 2025 Medical Spoken Named Entity Recognition NAACL 2025 Medical Text Simplification From Jargon Detection to Jargon-Aware Prompting EMNLP 2025 Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 2025 medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs COLING 2025 MeDiSumQA: Patient-Oriented Question-Answer Generation from Discharge Letters NAACL 2025 MediVLM: A Vision Language Model for Radiology Report Generation from Medical Images EMNLP 2025 MedLinkDE – MedDRA Entity Linking for German with Guided Chain of Thought Reasoning EMNLP 2025 MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens NAACL 2025 MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking IJCNLP 2025