token reduction

Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching EMNLP 2025 Text or Pixels? Evaluating Efficiency and Understanding of LLMs with Visual Text Inputs EMNLP 2025 Thought calibration: Efficient and confident test-time scaling EMNLP 2025 VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting AAAI 2025 VisionZip: Longer is Better but Not Necessary in Vision Language Models CVPR 2025 Word Salad Chopper: Reasoning Models Waste A Ton Of Decoding Budget On Useless Repetitions, Self-Knowingly EMNLP 2025 You Only Read Once (YORO): Learning to Internalize Database Knowledge for Text-to-SQL NAACL 2025 ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision Transformers CVPR 2024 A Simple Romance Between Multi-Exit Vision Transformer and Token Reduction ICLR 2024 Bridging Local Details and Global Context in Text-Attributed Graphs EMNLP 2024 Don't Look Twice: Faster Video Transformers with Run-Length Tokenization NeurIPS 2024 Efficient AMR Parsing with CLAP: Compact Linearization with an Adaptable Parser COLING 2024 Efficient Large Multi-modal Models via Visual Context Compression NeurIPS 2024 FastAdaSP: Multitask-Adapted Efficient Inference for Large Speech Language Model EMNLP 2024 Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs ICLR 2024 HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs ACL 2024 Learning to Merge Tokens via Decoupled Embedding for Efficient Vision Transformers NeurIPS 2024 Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision Transformers CVPR 2024 AiluRus: A Scalable ViT Framework for Dense Prediction NeurIPS 2023 CF-ViT: A General Coarse-to-Fine Method for Vision Transformer AAAI 2023 Content-Aware Token Sharing for Efficient Semantic Segmentation With Vision Transformers CVPR 2023 PuMer: Pruning and Merging Tokens for Efficient Vision Language Models ACL 2023 Selective Structured State-Spaces for Long-Form Video Understanding CVPR 2023 TORE: Token Reduction for Efficient Human Mesh Recovery with Transformer ICCV 2023 AdapLeR: Speeding up Inference by Adaptive Length Reduction ACL 2022