Large Language Models

Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 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 MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction AACL 2025 Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025 MEGen: Generative Backdoor into Large Language Models via Model Editing ACL 2025 MELABenchv1: Benchmarking Large Language Models against Smaller Fine-Tuned Models for Low-Resource Maltese NLP ACL 2025 MELAC: Massive Evaluation of Large Language Models with Alignment of Culture in Persian Language IJCNLP 2025 MEMERAG: A Multilingual End-to-End Meta-Evaluation Benchmark for Retrieval Augmented Generation ACL 2025 Memorization in Language Models through the Lens of Intrinsic Dimension ACL 2025 Memorization Sinks: Isolating Memorization during LLM Training ICML 2025 Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025 Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning ACL 2025 MeMoTune: A Measure and Moment-Driven Fine-Tuning Framework for Quantized Large Language Models ACL 2025 MENDER: Multi-hop Commonsense and Domain-specific CoT Reasoning for Knowledge-grounded Empathetic Counseling of Crime Victims NAACL 2025 MentalGLM Series: Explainable Large Language Models for Mental Health Analysis on Chinese Social Media EMNLP 2025 MERaLiON-AudioLLM: Advancing Speech and Language Understanding for Singapore ACL 2025 MEraser: An Effective Fingerprint Erasure Approach for Large Language Models ACL 2025 MergePrint: Merge-Resistant Fingerprints for Robust Black-box Ownership Verification of Large Language Models ACL 2025 MERIT: Maximum-normalized Element-wise Ratio for Language Model Large-batch Training ICML 2025 Meronymic Ontology Extraction via Large Language Models IJCNLP 2025 MerryQuery: A Trustworthy LLM-Powered Tool Providing Personalized Support for Educators and Students AAAI 2025 metabench - A Sparse Benchmark of Reasoning and Knowledge in Large Language Models ICLR 2025 Metadata Conditioning Accelerates Language Model Pre-training ICML 2025 Metadata Generation for Research Data from URL Citation Contexts in Scholarly Papers: Task Definition and Dataset Construction AACL 2025