Large Language Models

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 Memory OS of AI Agent EMNLP 2025 Memory Tokens: Large Language Models Can Generate Reversible Sentence Embeddings ACL 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 MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs ICML 2025 Merge Hijacking: Backdoor Attacks to Model Merging of Large Language Models ACL 2025 MergeME: Model Merging Techniques for Homogeneous and Heterogeneous MoEs NAACL 2025 MergePrint: Merge-Resistant Fingerprints for Robust Black-box Ownership Verification of Large Language Models ACL 2025 Merger-as-a-Stealer: Stealing Targeted PII from Aligned LLMs with Model Merging EMNLP 2025 Merge then Realign: Simple and Effective Modality-Incremental Continual Learning for Multimodal LLMs EMNLP 2025 MERIT: Maximum-normalized Element-wise Ratio for Language Model Large-batch Training ICML 2025 MeshLLM: Empowering Large Language Models to Progressively Understand and Generate 3D Mesh ICCV 2025 MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG NAACL 2025 MetaAlign: Align Large Language Models with Diverse Preferences during Inference Time NAACL 2025 MetaFaith: Faithful Natural Language Uncertainty Expression in LLMs EMNLP 2025 METAL: A Multi-Agent Framework for Chart Generation with Test-Time Scaling ACL 2025 Metamo: Empowering Large Language Models with Psychological Distortion Detection for Cognition-aware Coaching EMNLP 2025 MetaMorph: Multimodal Understanding and Generation via Instruction Tuning ICCV 2025 Meta-rater: A Multi-dimensional Data Selection Method for Pre-training Language Models ACL 2025 Meta-Reasoning Improves Tool Use in Large Language Models NAACL 2025 Meta-Reflection: A Feedback-Free Reflection Learning Framework ACL 2025 Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge EMNLP 2025 Metastable Dynamics of Chain-of-Thought Reasoning: Provable Benefits of Search, RL and Distillation ICML 2025