token efficiency

ParetoRAG: Leveraging Sentence-Context Attention for Robust and Efficient Retrieval-Augmented Generation EMNLP 2025 Position IDs Matter: An Enhanced Position Layout for Efficient Context Compression in Large Language Models EMNLP 2025 PRISM: Efficient Long-Range Reasoning With Short-Context LLMs EMNLP 2025 PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models CVPR 2025 REALM: Recursive Relevance Modeling for LLM-based Document Re-Ranking EMNLP 2025 SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025 Scaling Data-Constrained Language Models JMLR 2025 SLoW: Select Low-frequency Words! Automatic Dictionary Selection for Translation on Large Language Models EMNLP 2025 Token-Budget-Aware LLM Reasoning ACL 2025 Token-Efficient VLM: High-Resolution Image Understanding via Dynamic Region Proposal ICCV 2025 Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning ACL 2025 TreeReview: A Dynamic Tree of Questions Framework for Deep and Efficient LLM-based Scientific Peer Review EMNLP 2025 Word Salad Chopper: Reasoning Models Waste A Ton Of Decoding Budget On Useless Repetitions, Self-Knowingly EMNLP 2025 By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual Prompting EMNLP 2024 Tree Cross Attention ICLR 2024 Batch Prompting: Efficient Inference with Large Language Model APIs EMNLP 2023