Context-Guided Dynamic Retrieval for Improving Generation Quality in RAG Models
Fuente:
arXiv
Saved in:
| Main Authors: | He, Jacky, Liu, Guiran, Zhu, Binrong, Zhang, Hanlu, Zheng, Hongye, Wang, Xiaokai |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Pre-trained Language Models and Few-shot Learning for Medical Entity Extraction
by: Wang, Xiaokai, et al.
Published: (2025)
by: Wang, Xiaokai, et al.
Published: (2025)
Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning
by: Zhang, Hanlu, et al.
Published: (2025)
by: Zhang, Hanlu, et al.
Published: (2025)
Structured Gradient Guidance for Few-Shot Adaptation in Large Language Models
by: Zheng, Hongye, et al.
Published: (2025)
by: Zheng, Hongye, et al.
Published: (2025)
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks
by: Liao, Xiaoxuan, et al.
Published: (2025)
by: Liao, Xiaoxuan, et al.
Published: (2025)
A LongFormer-Based Framework for Accurate and Efficient Medical Text Summarization
by: Sun, Dan, et al.
Published: (2025)
by: Sun, Dan, et al.
Published: (2025)
Dynamic EEG-fMRI mapping: Revealing the relationship between brain connectivity and cognitive state
by: Liu, Guiran, et al.
Published: (2024)
by: Liu, Guiran, et al.
Published: (2024)
A Hybrid Model for Few-Shot Text Classification Using Transfer and Meta-Learning
by: Gao, Jia, et al.
Published: (2025)
by: Gao, Jia, et al.
Published: (2025)
Semantic and Contextual Modeling for Malicious Comment Detection with BERT-BiLSTM
by: Fang, Zhou, et al.
Published: (2025)
by: Fang, Zhou, et al.
Published: (2025)
Multi-Level Attention and Contrastive Learning for Enhanced Text Classification with an Optimized Transformer
by: Gao, Jia, et al.
Published: (2025)
by: Gao, Jia, et al.
Published: (2025)
DH-RAG: A Dynamic Historical Context-Powered Retrieval-Augmented Generation Method for Multi-Turn Dialogue
by: Zhang, Feiyuan, et al.
Published: (2025)
by: Zhang, Feiyuan, et al.
Published: (2025)
LatentRAG: Latent Reasoning and Retrieval for Efficient Agentic RAG
by: Zheng, Yijia, et al.
Published: (2026)
by: Zheng, Yijia, et al.
Published: (2026)
Deep Learning for Medical Text Processing: BERT Model Fine-Tuning and Comparative Study
by: Hu, Jiacheng, et al.
Published: (2024)
by: Hu, Jiacheng, et al.
Published: (2024)
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs
by: Yu, Yue, et al.
Published: (2024)
by: Yu, Yue, et al.
Published: (2024)
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering
by: Hei, Zijian, et al.
Published: (2024)
by: Hei, Zijian, et al.
Published: (2024)
Disco-RAG: Discourse-Aware Retrieval-Augmented Generation
by: Liu, Dongqi, et al.
Published: (2026)
by: Liu, Dongqi, et al.
Published: (2026)
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models
by: Huang, Yanwen, et al.
Published: (2025)
by: Huang, Yanwen, et al.
Published: (2025)
Retrieval-Augmented Generation with Graphs (GraphRAG)
by: Han, Haoyu, et al.
Published: (2024)
by: Han, Haoyu, et al.
Published: (2024)
Cluster-based Adaptive Retrieval: Dynamic Context Selection for RAG Applications
by: Xu, Yifan, et al.
Published: (2025)
by: Xu, Yifan, et al.
Published: (2025)
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains
by: Xu, Ran, et al.
Published: (2024)
by: Xu, Ran, et al.
Published: (2024)
Dynamic Adaptation of LoRA Fine-Tuning for Efficient and Task-Specific Optimization of Large Language Models
by: Liao, Xiaoxuan, et al.
Published: (2025)
by: Liao, Xiaoxuan, et al.
Published: (2025)
RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization
by: Liu, Tianci, et al.
Published: (2025)
by: Liu, Tianci, et al.
Published: (2025)
Biomedical Literature Q&A System Using Retrieval-Augmented Generation (RAG)
by: Garg, Mansi, et al.
Published: (2025)
by: Garg, Mansi, et al.
Published: (2025)
Long Context RAG Performance of Large Language Models
by: Leng, Quinn, et al.
Published: (2024)
by: Leng, Quinn, et al.
Published: (2024)
Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models
by: Qi, Zhen, et al.
Published: (2024)
by: Qi, Zhen, et al.
Published: (2024)
LongEmbed: Extending Embedding Models for Long Context Retrieval
by: Zhu, Dawei, et al.
Published: (2024)
by: Zhu, Dawei, et al.
Published: (2024)
ILRe: Intermediate Layer Retrieval for Context Compression in Causal Language Models
by: Liang, Manlai, et al.
Published: (2025)
by: Liang, Manlai, et al.
Published: (2025)
SPARC-RAG: Adaptive Sequential-Parallel Scaling with Context Management for Retrieval-Augmented Generation
by: Yang, Yuxin, et al.
Published: (2026)
by: Yang, Yuxin, et al.
Published: (2026)
Plan*RAG: Efficient Test-Time Planning for Retrieval Augmented Generation
by: Verma, Prakhar, et al.
Published: (2024)
by: Verma, Prakhar, et al.
Published: (2024)
Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning
by: Yang, Wang, et al.
Published: (2025)
by: Yang, Wang, et al.
Published: (2025)
Structure-Aware RAG: Structured Retrieval Augmented Generation from Noisy Data for Conversational Agents
by: Han, Kaiqiao, et al.
Published: (2026)
by: Han, Kaiqiao, et al.
Published: (2026)
A Review of Intelligent Device Fault Diagnosis Technologies Based on Machine Vision
by: Liu, Guiran, et al.
Published: (2024)
by: Liu, Guiran, et al.
Published: (2024)
S$^3$-Attention:Attention-Aligned Endogenous Retrieval for Memory-Bounded Long-Context Inference
by: Ma, Qingsen, et al.
Published: (2026)
by: Ma, Qingsen, et al.
Published: (2026)
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
by: Wei, Zhepei, et al.
Published: (2024)
by: Wei, Zhepei, et al.
Published: (2024)
FedRAG: A Framework for Fine-Tuning Retrieval-Augmented Generation Systems
by: Fajardo, Val Andrei, et al.
Published: (2025)
by: Fajardo, Val Andrei, et al.
Published: (2025)
RAG over Tables: Hierarchical Memory Index, Multi-Stage Retrieval, and Benchmarking
by: Zou, Jiaru, et al.
Published: (2025)
by: Zou, Jiaru, et al.
Published: (2025)
Bias Amplification in RAG: Poisoning Knowledge Retrieval to Steer LLMs
by: Wang, Linlin, et al.
Published: (2025)
by: Wang, Linlin, et al.
Published: (2025)
Improving Retrieval for RAG based Question Answering Models on Financial Documents
by: Setty, Spurthi, et al.
Published: (2024)
by: Setty, Spurthi, et al.
Published: (2024)
HGMEM: Hypergraph-based Working Memory to Improve Multi-step RAG for Long-Context Complex Relational Modeling
by: Zhou, Chulun, et al.
Published: (2025)
by: Zhou, Chulun, et al.
Published: (2025)
BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models
by: Xue, Jiaqi, et al.
Published: (2024)
by: Xue, Jiaqi, et al.
Published: (2024)
Differentially Private Synthetic Text Generation for Retrieval-Augmented Generation (RAG)
by: Mori, Junki, et al.
Published: (2025)
by: Mori, Junki, et al.
Published: (2025)
Similar Items
-
Pre-trained Language Models and Few-shot Learning for Medical Entity Extraction
by: Wang, Xiaokai, et al.
Published: (2025) -
Graph-Based Spectral Decomposition for Parameter Coordination in Language Model Fine-Tuning
by: Zhang, Hanlu, et al.
Published: (2025) -
Structured Gradient Guidance for Few-Shot Adaptation in Large Language Models
by: Zheng, Hongye, et al.
Published: (2025) -
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks
by: Liao, Xiaoxuan, et al.
Published: (2025) -
A LongFormer-Based Framework for Accurate and Efficient Medical Text Summarization
by: Sun, Dan, et al.
Published: (2025)