Adaptive Targeted Dynamic Chunking for Tokenization-Free Hierarchical Model
Fuente:
arXiv
Saved in:
| Main Authors: | Dang, Thang, Nakagawa, Akira, Kobayashi, Kenichi, Shirahata, Koichi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
H-Net++: Hierarchical Dynamic Chunking for Tokenizer-Free Language Modelling in Morphologically-Rich Languages
by: Zakershahrak, Mehrdad, et al.
Published: (2025)
by: Zakershahrak, Mehrdad, et al.
Published: (2025)
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs
by: Yu, Dongxing
Published: (2025)
by: Yu, Dongxing
Published: (2025)
The Emergence of Chunking Structures with Hierarchical RNN
by: Wu, Zijun, et al.
Published: (2023)
by: Wu, Zijun, et al.
Published: (2023)
Dynamic Chunking for Diffusion Language Models
by: Zhu, Yichen, et al.
Published: (2026)
by: Zhu, Yichen, et al.
Published: (2026)
HiChunk: Evaluating and Enhancing Retrieval-Augmented Generation with Hierarchical Chunking
by: Lu, Wensheng, et al.
Published: (2025)
by: Lu, Wensheng, et al.
Published: (2025)
Adaptive Chunking: Optimizing Chunking-Method Selection for RAG
by: Júnior, Paulo Roberto de Moura, et al.
Published: (2026)
by: Júnior, Paulo Roberto de Moura, et al.
Published: (2026)
FreeChunker: A Cross-Granularity Chunking Framework
by: Zhang, Wenxuan, et al.
Published: (2025)
by: Zhang, Wenxuan, et al.
Published: (2025)
PHOTON: Hierarchical Autoregressive Modeling for Lightspeed and Memory-Efficient Language Generation
by: Ichikawa, Yuma, et al.
Published: (2025)
by: Ichikawa, Yuma, et al.
Published: (2025)
Grounding Language Model with Chunking-Free In-Context Retrieval
by: Qian, Hongjin, et al.
Published: (2024)
by: Qian, Hongjin, et al.
Published: (2024)
Beyond Tokens in Language Models: Interpreting Activations through Text Genre Chunks
by: Benito-Rodriguez, Éloïse, et al.
Published: (2025)
by: Benito-Rodriguez, Éloïse, et al.
Published: (2025)
From Characters to Tokens: Dynamic Grouping with Hierarchical BPE
by: Dolga, Rares, et al.
Published: (2025)
by: Dolga, Rares, et al.
Published: (2025)
Enhancing Retrieval Augmented Generation with Hierarchical Text Segmentation Chunking
by: Nguyen, Hai Toan, et al.
Published: (2025)
by: Nguyen, Hai Toan, et al.
Published: (2025)
Investigating the effect of Mental Models in User Interaction with an Adaptive Dialog Agent
by: Vanderlyn, Lindsey, et al.
Published: (2024)
by: Vanderlyn, Lindsey, et al.
Published: (2024)
Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language Models
by: Sheng, Boheng, et al.
Published: (2025)
by: Sheng, Boheng, et al.
Published: (2025)
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems
by: Singh, Ishneet Sukhvinder, et al.
Published: (2024)
by: Singh, Ishneet Sukhvinder, et al.
Published: (2024)
Context-Aware Dynamic Chunking for Streaming Tibetan Speech Recognition
by: Wang, Chao, et al.
Published: (2025)
by: Wang, Chao, et al.
Published: (2025)
Chunk-Distilled Language Modeling
by: Li, Yanhong, et al.
Published: (2024)
by: Li, Yanhong, et al.
Published: (2024)
Cocktail: Chunk-Adaptive Mixed-Precision Quantization for Long-Context LLM Inference
by: Tao, Wei, et al.
Published: (2025)
by: Tao, Wei, et al.
Published: (2025)
Query-Adaptive Semantic Chunking for Retrieval-Augmented Generation: A Dynamic Strategy with Contextual Window Expansion
by: Rastogi, Mudit
Published: (2026)
by: Rastogi, Mudit
Published: (2026)
Beyond Chunk-Local Extraction: Cross-Chunk Graph Augmentation for GraphRAG
by: Zhang, Jiaming, et al.
Published: (2026)
by: Zhang, Jiaming, et al.
Published: (2026)
BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models
by: Luo, Kun, et al.
Published: (2024)
by: Luo, Kun, et al.
Published: (2024)
Large Language Model-empowered multimodal strain sensory system for shape recognition, monitoring, and human interaction of tensegrity
by: Mao, Zebing, et al.
Published: (2024)
by: Mao, Zebing, et al.
Published: (2024)
Extended Japanese Commonsense Morality Dataset with Masked Token and Label Enhancement
by: Ohashi, Takumi, et al.
Published: (2024)
by: Ohashi, Takumi, et al.
Published: (2024)
MultiDocFusion: Hierarchical and Multimodal Chunking Pipeline for Enhanced RAG on Long Industrial Documents
by: Shin, Joongmin, et al.
Published: (2026)
by: Shin, Joongmin, et al.
Published: (2026)
Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
by: Chen, Huiyao, et al.
Published: (2025)
by: Chen, Huiyao, et al.
Published: (2025)
Vaporetto: Efficient Japanese Tokenization Based on Improved Pointwise Linear Classification
by: Akabe, Koichi, et al.
Published: (2024)
by: Akabe, Koichi, et al.
Published: (2024)
Utilize Transformers for translating Wikipedia category names
by: Ta, Hoang-Thang, et al.
Published: (2024)
by: Ta, Hoang-Thang, et al.
Published: (2024)
CItruS: Chunked Instruction-aware State Eviction for Long Sequence Modeling
by: Bai, Yu, et al.
Published: (2024)
by: Bai, Yu, et al.
Published: (2024)
Zonkey: A Hierarchical Diffusion Language Model with Differentiable Tokenization and Probabilistic Attention
by: Rozental, Alon
Published: (2026)
by: Rozental, Alon
Published: (2026)
Retrofitting Large Language Models with Dynamic Tokenization
by: Feher, Darius, et al.
Published: (2024)
by: Feher, Darius, et al.
Published: (2024)
Chunking German Legal Code
by: Prior, Max, et al.
Published: (2026)
by: Prior, Max, et al.
Published: (2026)
SSCFormer: Push the Limit of Chunk-wise Conformer for Streaming ASR Using Sequentially Sampled Chunks and Chunked Causal Convolution
by: Wang, Fangyuan, et al.
Published: (2022)
by: Wang, Fangyuan, et al.
Published: (2022)
ChunkWise LoRA: Adaptive Sequence Partitioning for Memory-Efficient Low-Rank Adaptation and Accelerated LLM Inference
by: Thakkar, Ketan, et al.
Published: (2026)
by: Thakkar, Ketan, et al.
Published: (2026)
Late Chunking: Contextual Chunk Embeddings Using Long-Context Embedding Models
by: Günther, Michael, et al.
Published: (2024)
by: Günther, Michael, et al.
Published: (2024)
Targeted Remasking: Replacing Token Editing with Token-to-Mask Refinement in Discrete Diffusion Language Models
by: Yao, Lin
Published: (2026)
by: Yao, Lin
Published: (2026)
LycheeCluster: Efficient Long-Context Inference with Structure-Aware Chunking and Hierarchical KV Indexing
by: Li, Dongfang, et al.
Published: (2026)
by: Li, Dongfang, et al.
Published: (2026)
Financial Report Chunking for Effective Retrieval Augmented Generation
by: Yepes, Antonio Jimeno, et al.
Published: (2024)
by: Yepes, Antonio Jimeno, et al.
Published: (2024)
Visual Late Chunking: An Empirical Study of Contextual Chunking for Efficient Visual Document Retrieval
by: Yan, Yibo, et al.
Published: (2026)
by: Yan, Yibo, et al.
Published: (2026)
Direct Quantized Training of Language Models with Stochastic Rounding
by: Zhao, Kaiyan, et al.
Published: (2024)
by: Zhao, Kaiyan, et al.
Published: (2024)
RAT: Bridging RNN Efficiency and Attention Accuracy via Chunk-based Sequence Modeling
by: Wei, Xiuying, et al.
Published: (2025)
by: Wei, Xiuying, et al.
Published: (2025)
Similar Items
-
H-Net++: Hierarchical Dynamic Chunking for Tokenizer-Free Language Modelling in Morphologically-Rich Languages
by: Zakershahrak, Mehrdad, et al.
Published: (2025) -
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs
by: Yu, Dongxing
Published: (2025) -
The Emergence of Chunking Structures with Hierarchical RNN
by: Wu, Zijun, et al.
Published: (2023) -
Dynamic Chunking for Diffusion Language Models
by: Zhu, Yichen, et al.
Published: (2026) -
HiChunk: Evaluating and Enhancing Retrieval-Augmented Generation with Hierarchical Chunking
by: Lu, Wensheng, et al.
Published: (2025)