Large Language Models

Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack ACL 2025 Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive‐k EMNLP 2025 Efficient Inference for Large Language Models –Algorithm, Model, and System EMNLP 2025 Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution AAAI 2025 Efficient Long Context Fine-tuning with Chunk Flow ICML 2025 Efficiently Identifying Watermarked Segments in Mixed-Source Texts ACL 2025 Efficiently Serving Large Multimodal Models Using EPD Disaggregation ICML 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 Efficient Multi-modal Long Context Learning for Training-free Adaptation ICML 2025 Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing ACL 2025 Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025 Efficient Safety Alignment of Large Language Models via Preference Re-ranking and Representation-based Reward Modeling ACL 2025 Efficient Vocabulary Reduction for Small Language Models COLING 2025 EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025 EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuning ICML 2025 EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025 EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding EMNLP 2025 EgoLife: Towards Egocentric Life Assistant CVPR 2025 EgoLM: Multi-Modal Language Model of Egocentric Motions CVPR 2025 EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models EMNLP 2025 EIKEA:Enhancing In-Context Knowledge Editing by Agents ACML 2025 EKRAG: Benchmark RAG for Enterprise Knowledge Question Answering NAACL 2025 ELAB: Extensive LLM Alignment Benchmark in Persian Language ACL 2025 ELABORATION: A Comprehensive Benchmark on Human-LLM Competitive Programming ACL 2025 ELAINE-medLLM: Lightweight English Japanese Chinese Trilingual Large Language Model for Bio-medical Domain COLING 2025