Cover Image

Improving Context Fidelity via Native Retrieval-Augmented Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Suyuchen, Wang, Jinlin, Wang, Xinyu, Li, Shiqi, Tang, Xiangru, Hong, Sirui, Chang, Xiao-Wen, Wu, Chenglin, Liu, Bang
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval
by: Wang, Jinlin, et al.
Published: (2024)

R$^3$Mem: Bridging Memory Retention and Retrieval via Reversible Compression
by: Wang, Xiaoqiang, et al.
Published: (2025)

System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts
by: Wang, Xiaoqiang, et al.
Published: (2025)

Resonance RoPE: Improving Context Length Generalization of Large Language Models
by: Wang, Suyuchen, et al.
Published: (2024)

Resona: Improving Context Copying in Linear Recurrence Models with Retrieval
by: Wang, Xinyu, et al.
Published: (2025)

Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts
by: Chen, Zhuo, et al.
Published: (2024)

Grounding Long-Context Reasoning with Contextual Normalization for Retrieval-Augmented Generation
by: Chen, Jiamin, et al.
Published: (2025)

GraphSkill: Documentation-Guided Hierarchical Retrieval-Augmented Coding for Complex Graph Reasoning
by: Wang, Fali, et al.
Published: (2026)

VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations
by: Xie, Yupeng, et al.
Published: (2025)

Search and Refine During Think: Facilitating Knowledge Refinement for Improved Retrieval-Augmented Reasoning
by: Shi, Yaorui, et al.
Published: (2025)

Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation
by: Xia, Sirui, et al.
Published: (2024)

RARE: Retrieval-Augmented Reasoning Modeling
by: Wang, Zhengren, et al.
Published: (2025)

Mindscape-Aware Retrieval Augmented Generation for Improved Long Context Understanding
by: Li, Yuqing, et al.
Published: (2025)

Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection
by: Zhu, Yun, et al.
Published: (2024)

Retrieval as Reasoning: Self-Evolving Agent-Native Retrieval via LLM-Wiki
by: Ming, Haoliang, et al.
Published: (2026)

AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning
by: Zhang, Jiayi, et al.
Published: (2025)

Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation
by: Jia, Pengyue, et al.
Published: (2024)

DREAM: Improving Video-Text Retrieval Through Relevance-Based Augmentation Using Large Foundation Models
by: Wang, Yimu, et al.
Published: (2024)

OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning
by: Wang, Xiaoqiang, et al.
Published: (2024)

RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation
by: Wang, Zihao, et al.
Published: (2024)

InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models
by: Lei, Shanglin, et al.
Published: (2023)

LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented Generation
by: Wang, Keheng, et al.
Published: (2024)

RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models
by: Tran, Hieu, et al.
Published: (2024)

Feedback Adaptation for Retrieval-Augmented Generation
by: Bang, Jihwan, et al.
Published: (2026)

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

ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search
by: Zhang, Yize, et al.
Published: (2025)

Lighter And Better: Towards Flexible Context Adaptation For Retrieval Augmented Generation
by: Liu, Zheng, et al.
Published: (2024)

LaSR: Context-Aware Speech Recognition via Latent Reasoning
by: Liu, Heyang, et al.
Published: (2026)

FlashBack:Efficient Retrieval-Augmented Language Modeling for Long Context Inference
by: Liu, Runheng, et al.
Published: (2024)

SEReDeEP: Hallucination Detection in Retrieval-Augmented Models via Semantic Entropy and Context-Parameter Fusion
by: Wang, Lei
Published: (2025)

Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning
by: Wu, Tong, et al.
Published: (2025)

RECON: Reasoning with Condensation for Efficient Retrieval-Augmented Generation
by: Xu, Zhichao, et al.
Published: (2025)

Inference Scaling for Long-Context Retrieval Augmented Generation
by: Yue, Zhenrui, et al.
Published: (2024)

RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning
by: Wang, Yu, et al.
Published: (2025)

Predict the Retrieval! Test time adaptation for Retrieval Augmented Generation
by: Sun, Xin, et al.
Published: (2026)

AFlow: Automating Agentic Workflow Generation
by: Zhang, Jiayi, et al.
Published: (2024)

Understanding Synthetic Context Extension via Retrieval Heads
by: Zhao, Xinyu, et al.
Published: (2024)

Self-Supervised Prompt Optimization
by: Xiang, Jinyu, et al.
Published: (2025)

Co-Evolution of Policy and Internal Reward for Language Agents
by: Wang, Xinyu, et al.
Published: (2026)

Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors
by: Peng, Yuefeng, et al.
Published: (2024)