Large Language Models

Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention CVPR 2025 Mitigating Object Hallucinations via Sentence-Level Early Intervention ICCV 2025 Mitigating Posterior Salience Attenuation in Long-Context LLMs with Positional Contrastive Decoding ACL 2025 Mitigating Selection Bias with Node Pruning and Auxiliary Options ACL 2025 Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data EMNLP 2025 Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025 MixMin: Finding Data Mixtures via Convex Minimization ICML 2025 Mixture of Experts Made Intrinsically Interpretable ICML 2025 MLAlgo-Bench: Can Machines Implement Machine Learning Algorithms? EMNLP 2025 MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models ACL 2025 MLAS-LoRA: Language-Aware Parameters Detection and LoRA-Based Knowledge Transfer for Multilingual Machine Translation ACL 2025 MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios ACL 2025 MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models ACL 2025 MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding NAACL 2025 M-LLM Based Video Frame Selection for Efficient Video Understanding CVPR 2025 MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning WACV 2025 MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025 MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains NAACL 2025 MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique EMNLP 2025 MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency ICML 2025 MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization ICML 2025 MMEgo: Towards Building Egocentric Multimodal LLMs for Video QA ICLR 2025 MMJ-Bench: A Comprehensive Study on Jailbreak Attacks and Defenses for Vision Language Models AAAI 2025 MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark ACL 2025 MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation EMNLP 2025