:: Library Catalog

Cover Image

Saved in:

Bibliographic Details
Main Authors:	Wang, Weiwei, Min, Jiyong, Zou, Weijie
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2601.15300
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Solving LLM Repetition Problem in Production: A Comprehensive Study of Multiple Solutions
by: Wang, Weiwei, et al.
Published: (2025)

Abusive text transformation using LLMs
by: Chandra, Rohitash, et al.
Published: (2025)

On Many-Shot In-Context Learning for Long-Context Evaluation
by: Zou, Kaijian, et al.
Published: (2024)

Intrinsic Entropy of Context Length Scaling in LLMs
by: Shi, Jingzhe, et al.
Published: (2025)

TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection
by: Wu, Wei, et al.
Published: (2024)

DoubleDipper: Improving Long-Context LLMs via Context Recycling
by: Cattan, Arie, et al.
Published: (2024)

Why Does the Effective Context Length of LLMs Fall Short?
by: An, Chenxin, et al.
Published: (2024)

ParallelComp: Parallel Long-Context Compressor for Length Extrapolation
by: Xiong, Jing, et al.
Published: (2025)

Squeezed Attention: Accelerating Long Context Length LLM Inference
by: Hooper, Coleman, et al.
Published: (2024)

Context Discipline and Performance Correlation: Analyzing LLM Performance and Quality Degradation Under Varying Context Lengths
by: Ponnusamy, Ahilan Ayyachamy Nadar, et al.
Published: (2025)

Beyond Length: Quantifying Long-Range Information for Long-Context LLM Pretraining Data
by: Deng, Haoran, et al.
Published: (2025)

Long-Short Alignment for Effective Long-Context Modeling in LLMs
by: Du, Tianqi, et al.
Published: (2025)

Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling
by: Hu, Xiang, et al.
Published: (2024)

Scaling Long-Horizon LLM Agent via Context-Folding
by: Sun, Weiwei, et al.
Published: (2025)

LongEmotion: Measuring Emotional Intelligence of Large Language Models in Long-Context Interaction
by: Liu, Weichu, et al.
Published: (2025)

ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization
by: Wu, Xixi, et al.
Published: (2025)

Understanding the RoPE Extensions of Long-Context LLMs: An Attention Perspective
by: Zhong, Meizhi, et al.
Published: (2024)

FlashPrefill: Instantaneous Pattern Discovery and Thresholding for Ultra-Fast Long-Context Prefilling
by: Fan, Qihang, et al.
Published: (2026)

Infinite Retrieval: Attention Enhanced LLMs in Long-Context Processing
by: Ye, Xiaoju, et al.
Published: (2025)

DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs
by: Zhou, Xiabin, et al.
Published: (2024)

Length-MAX Tokenizer for Language Models
by: Dong, Dong, et al.
Published: (2025)

LongReD: Mitigating Short-Text Degradation of Long-Context Large Language Models via Restoration Distillation
by: Dong, Zican, et al.
Published: (2025)

Mixture of In-Context Experts Enhance LLMs' Long Context Awareness
by: Lin, Hongzhan, et al.
Published: (2024)

OWL: Overcoming Window Length-Dependence in Speculative Decoding for Long-Context Inputs
by: Lee, Jaeseong, et al.
Published: (2025)

LIFT: A Novel Framework for Enhancing Long-Context Understanding of LLMs via Long Input Fine-Tuning
by: Mao, Yansheng, et al.
Published: (2025)

UIO-LLMs: Unbiased Incremental Optimization for Long-Context LLMs
by: Li, Wenhao, et al.
Published: (2024)

Understanding LLM Performance Degradation in Multi-Instance Processing: The Roles of Instance Count and Context Length
by: Chen, Jingxuan, et al.
Published: (2026)

Towards a Holistic and Automated Evaluation Framework for Multi-Level Comprehension of LLMs in Book-Length Contexts
by: Deng, Jiaqi, et al.
Published: (2025)

Understanding Textual Capability Degradation in Speech LLMs via Parameter Importance Analysis
by: Wang, Chao, et al.
Published: (2025)

LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs
by: Wu, Yuhao, et al.
Published: (2024)

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression
by: Jiang, Huiqiang, et al.
Published: (2023)

Are Long-LLMs A Necessity For Long-Context Tasks?
by: Qian, Hongjin, et al.
Published: (2024)

Accelerating Prefilling for Long-Context LLMs via Sparse Pattern Sharing
by: Peng, Dan, et al.
Published: (2025)

TRA: Better Length Generalisation with Threshold Relative Attention
by: Opper, Mattia, et al.
Published: (2025)

LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs
by: Liu, Xiaoran, et al.
Published: (2025)

On Stable Long-Form Generation: Benchmarking and Mitigating Length Volatility
by: He, Zhitao, et al.
Published: (2026)

CrEst: Credibility Estimation for Contexts in LLMs via Weak Supervision
by: Adila, Dyah, et al.
Published: (2025)

MemLong: Memory-Augmented Retrieval for Long Text Modeling
by: Liu, Weijie, et al.
Published: (2024)

LongSafety: Enhance Safety for Long-Context LLMs
by: Huang, Mianqiu, et al.
Published: (2024)

MathHay: An Automated Benchmark for Long-Context Mathematical Reasoning in LLMs
by: Wang, Lei, et al.
Published: (2024)