Cover Image

UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Zixuan, Xiong, Jing, Ye, Fanghua, Zheng, Chuanyang, Wu, Xun, Lu, Jianqiao, Wan, Zhongwei, Liang, Xiaodan, Li, Chengming, Sun, Zhenan, Kong, Lingpeng, Wong, Ngai
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

UNComp: Can Matrix Entropy Uncover Sparsity? -- A Compressor Design from an Uncertainty-Aware Perspective
by: Xiong, Jing, et al.
Published: (2024)

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

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

ATTS: Asynchronous Test-Time Scaling via Conformal Prediction
by: Xiong, Jing, et al.
Published: (2025)

DQ-LoRe: Dual Queries with Low Rank Approximation Re-ranking for In-Context Learning
by: Xiong, Jing, et al.
Published: (2023)

Modeling Uncertainty Trends for Timely Retrieval in Dynamic RAG
by: Li, Bo, et al.
Published: (2025)

FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation
by: Zhang, Qinggang, et al.
Published: (2025)

Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs
by: Yu, Shuyang, et al.
Published: (2024)

Self-consistent Reasoning For Solving Math Word Problems
by: Xiong, Jing, et al.
Published: (2022)

MLDocRAG: Multimodal Long-Context Document Retrieval Augmented Generation
by: Zhang, Yongyue, et al.
Published: (2026)

VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos
by: Ren, Xubin, et al.
Published: (2025)

DoPE: Denoising Rotary Position Embedding
by: Xiong, Jing, et al.
Published: (2025)

SURE-RAG: Sufficiency and Uncertainty-Aware Evidence Verification for Selective Retrieval-Augmented Generation
by: Qiu, Jingxi, et al.
Published: (2026)

SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval
by: Li, Jiatao, et al.
Published: (2024)

Facet-Level Tracing of Evidence Uncertainty and Hallucination in RAG
by: Elchafei, Passant, et al.
Published: (2026)

Uncertainty Quantification for Retrieval-Augmented Reasoning
by: Soudani, Heydar, et al.
Published: (2025)

Needle-in-RAG: Prompt-Conditioned Character-Level Traceback of Poisoned Spans in Retrieved Evidence
by: Cui, Huining, et al.
Published: (2026)

MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
by: Xia, Shujun, et al.
Published: (2025)

ChipMind: Retrieval-Augmented Reasoning for Long-Context Circuit Design Specifications
by: Xing, Changwen, et al.
Published: (2025)

MemoRAG: Boosting Long Context Processing with Global Memory-Enhanced Retrieval Augmentation
by: Qian, Hongjin, et al.
Published: (2024)

Long$^2$RAG: Evaluating Long-Context & Long-Form Retrieval-Augmented Generation with Key Point Recall
by: Qi, Zehan, et al.
Published: (2024)

LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering
by: Zhao, Qingfei, et al.
Published: (2024)

QuCo-RAG: Quantifying Uncertainty from the Pre-training Corpus for Dynamic Retrieval-Augmented Generation
by: Min, Dehai, et al.
Published: (2025)

To Retrieve or Not to Retrieve? Uncertainty Detection for Dynamic Retrieval Augmented Generation
by: Dhole, Kaustubh D.
Published: (2025)

PartRAG: Retrieval-Augmented Part-Level 3D Generation and Editing
by: Li, Peize, et al.
Published: (2026)

LaRA: Benchmarking Retrieval-Augmented Generation and Long-Context LLMs -- No Silver Bullet for LC or RAG Routing
by: Li, Kuan, et al.
Published: (2025)

UT-ACA: Uncertainty-Triggered Adaptive Context Allocation for Long-Context Inference
by: Zhou, Lang, et al.
Published: (2026)

Benchmarking LLMs via Uncertainty Quantification
by: Ye, Fanghua, et al.
Published: (2024)

SafeRAG: Benchmarking Security in Retrieval-Augmented Generation of Large Language Model
by: Liang, Xun, et al.
Published: (2025)

Uncertainty Quantification in Retrieval Augmented Question Answering
by: Perez-Beltrachini, Laura, et al.
Published: (2025)

FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
by: Lai, Xunhao, et al.
Published: (2025)

On Context-Content Uncertainty Principle
by: Li, Xin
Published: (2025)

Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension
by: Luo, Yongdong, et al.
Published: (2024)

SPARC-RAG: Adaptive Sequential-Parallel Scaling with Context Management for Retrieval-Augmented Generation
by: Yang, Yuxin, et al.
Published: (2026)

LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs
by: Jiang, Ziyan, et al.
Published: (2024)

Provably Guaranteed Polytopic Uncertainty Quantification for SLAM
by: Zeng, Guangyang, et al.
Published: (2026)

MMFormalizer: Multimodal Autoformalization in the Wild
by: Xiong, Jing, et al.
Published: (2026)

HGOT: Hierarchical Graph of Thoughts for Retrieval-Augmented In-Context Learning in Factuality Evaluation
by: Fang, Yihao, et al.
Published: (2024)

Modeling Uncertainty and Using Post-fusion as Fallback Improves Retrieval Augmented Generation with LLMs
by: Liu, Ye, et al.
Published: (2023)

Training-Free Long-Context Scaling of Large Language Models
by: An, Chenxin, et al.
Published: (2024)