Papers
309 papers found
EXPLAIN: Enhancing Retrieval-Augmented Generation with Entity Summary
Yaozhen Liang, Xiao Liu, Jiajun Yu et al.
scRAG: Hybrid Retrieval-Augmented Generation for LLM-based Cross-Tissue Single-Cell Annotation
Zhiyin Yu, Chao Zheng, Chong Chen et al.
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation
Hao Liu, Zhengren Wang, Xi Chen et al.
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation
Yuzheng Cai, Zhenyue Guo, YiWen Pei et al.
Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation
Pengyue Jia, Derong Xu, Xiaopeng Li et al.
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation
Taeho Hwang, Sukmin Cho, Soyeong Jeong et al.
Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language Models
Shuliang Liu, Xinze Li, Zhenghao Liu et al.
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs
Zengyi Gao, Yukun Cao, Hairu Wang et al.
Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation
Qitao Qin, Yucong Luo, Yihang Lu et al.
Document Segmentation Matters for Retrieval-Augmented Generation
Zhitong Wang, Cheng Gao, Chaojun Xiao et al.
Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation
Linhai Zhang, Ziyang Gao, Deyu Zhou et al.
SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information
Xiangyu Zhang, Hexin Liu, Qiquan Zhang et al.
Fine-grained Knowledge Enhancement for Retrieval-Augmented Generation
Jingxuan Han, Zhendong Mao, Yi Liu et al.
GeAR: Graph-enhanced Agent for Retrieval-augmented Generation
Zhili Shen, Chenxin Diao, Pavlos Vougiouklis et al.
CtrlA: Adaptive Retrieval-Augmented Generation via Inherent Control
Liu Huanshuo, Hao Zhang, Zhijiang Guo et al.
RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization
Tianci Liu, Haoxiang Jiang, Tianze Wang et al.
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems
Hongru Song, Yu-An Liu, Ruqing Zhang et al.
PISCO: Pretty Simple Compression for Retrieval-Augmented Generation
Maxime Louis, Hervé Déjean, Stéphane Clinchant
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation
Mohammad Mahdi Abootorabi, Amirhosein Zobeiri, Mahdi Dehghani et al.
VideoRAG: Retrieval-Augmented Generation over Video Corpus
Soyeong Jeong, Kangsan Kim, Jinheon Baek et al.
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation
Nengbo Wang, Xiaotian Han, Jagdip Singh et al.
Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience
Jiawei Gu, Ziting Xian, Yuanzhen Xie et al.
Retrieval-Augmented Generation Meets Local Languages for Improved Drug Information Access and Comprehension.
Ahmad Ibrahim Ismail, Bashirudeen Opeyemi Ibrahim, Olubayo Adekanmbi et al.
CPIQA: Climate Paper Image Question Answering Dataset for Retrieval-Augmented Generation with Context-based Query Expansion
Rudra Mutalik, Abiram Panchalingam, Loitongbam Gyanendro Singh et al.
Investigating the Robustness of Retrieval-Augmented Generation at the Query Level
Sezen Perçin, Xin Su, Qutub Sha Syed et al.