RAG / 检索增强生成

Unified Active Retrieval for Retrieval Augmented Generation

Qinyuan Cheng, Xiaonan Li, Shimin Li, Qin Zhu, Zhangyue Yin, Yunfan Shao, Linyang Li, Tianxiang Sun, Hang Yan, Xipeng Qiu

专题命中 检索器与排序 ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments Accepted to Findings of EMNLP 2024, camera-ready version

BSharedRAG: Backbone Shared Retrieval-Augmented Generation for the E-commerce Domain

Kaisi Guan, Qian Cao, Yuchong Sun, Xiting Wang, Ruihua Song

专题命中 检索器与排序 ：retrieval-augmented generation(title)；retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments EMNLP 2024 findings

Generating Is Believing: Membership Inference Attacks against Retrieval-Augmented Generation

Yuying Li, Gaoyang Liu, Chen Wang, Yang Yang

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Lighter And Better: Towards Flexible Context Adaptation For Retrieval Augmented Generation

Zheng Liu, Chenyuan Wu, Ninglu Shao, Shitao Xiao, Chaozhuo Li, Defu Lian

专题命中 检索器与排序 ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval

Jiatao Li, Xinyu Hu, Xiaojun Wan

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments Under Review

RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation

Xuanwang Zhang, Yunze Song, Yidong Wang, Shuyun Tang, Xinfeng Li, Zhengran Zeng, Zhen Wu, Wei Ye, Wenyuan Xu, Yue Zhang, Xinyu Dai, Shikun Zhang, Qingsong Wen

专题命中 检索器与排序 ：retrieval-augmented generation(title)；retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments 6 pages, 3 figures

DSLR: Document Refinement with Sentence-Level Re-ranking and Reconstruction to Enhance Retrieval-Augmented Generation

Taeho Hwang, Soyeong Jeong, Sukmin Cho, SeungYoon Han, Jong C. Park

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments 20 pages

Journal ref KnowledgeNLP@ACL 2024

The Compressor-Retriever Architecture for Language Model OS

Yuan Yang, Siheng Xiong, Ehsan Shareghi, Faramarz Fekri

专题命中 检索器与排序 ：retriever(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

An Empirical Study of Retrieval Augmented Generation with Chain-of-Thought

Yuetong Zhao, Hongyu Cao, Xianyu Zhao, Zhijian Ou

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments Accepted by ISCSLP 2024

Carbon Footprint Accounting Driven by Large Language Models and Retrieval-augmented Generation

Haijin Wang, Mianrong Zhang, Zheng Chen, Nan Shang, Shangheng Yao, Fushuan Wen, Junhua Zhao

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR

Bayesian inference to improve quality of Retrieval Augmented Generation

Dattaraj Rao

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR

Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications

Cui Long, Yongbin Liu, Chunping Ouyang, Ying Yu

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

REAPER: Reasoning based Retrieval Planning for Complex RAG Systems

Ashutosh Joshi, Sheikh Muhammad Sarwar, Samarth Varshney, Sreyashi Nag, Shrivats Agrawal, Juhi Naik

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.IR

Enhancing Code Translation in Language Models with Few-Shot Learning via Retrieval-Augmented Generation

Manish Bhattarai, Javier E. Santos, Shawn Jones, Ayan Biswas, Boian Alexandrov, Daniel O'Malley

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Comments LLM for code translation

Retrieval Augmented Generation Integrated Large Language Models in Smart Contract Vulnerability Detection

Jeffy Yu

专题命中 检索器与排序 ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments 17 pages, 3 figures, 4 tables

Beyond Benchmarks: Evaluating Embedding Model Similarity for Retrieval Augmented Generation Systems

Laura Caspari, Kanishka Ghosh Dastidar, Saber Zerhoudi, Jelena Mitrovic, Michael Granitzer

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.IR

FACTS About Building Retrieval Augmented Generation-based Chatbots

Rama Akkiraju, Anbang Xu, Deepak Bora, Tan Yu, Lu An, Vishal Seth, Aaditya Shukla, Pritam Gundecha, Hridhay Mehta, Ashwin Jha, Prithvi Raj, Abhinav Balasubramanian, Murali Maram, Guru Muthusamy, Shivakesh Reddy Annepally, Sidney Knowles, Min Du, Nick Burnett, Sean Javiya, Ashok Marannan, Mamta Kumari, Surbhi Jha, Ethan Dereszenski, Anupam Chakraborty, Subhash Ranjan, Amina Terfai, Anoop Surya, Tracey Mercer, Vinodh Kumar Thanigachalam, Tamar Bar, Sanjana Krishnan, Samy Kilaru, Jasmine Jaksic, Nave Algarici, Jacob Liberman, Joey Conway, Sonu Nayyar, Justin Boitano

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments 8 pages, 6 figures, 2 tables, Preprint submission to ACM CIKM 2024

A Simple Architecture for Enterprise Large Language Model Applications based on Role based security and Clearance Levels using Retrieval-Augmented Generation or Mixture of Experts

Atilla Özgür, Yılmaz Uygun

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Embark on DenseQuest: A System for Selecting the Best Dense Retriever for a Custom Collection

Ekaterina Khramtsova, Teerapong Leelanupab, Shengyao Zhuang, Mahsa Baktashmotlagh, Guido Zuccon

专题命中 检索器与排序 ：retriever(title,abstract)；dense retrieval(abstract)；分类 cs.IR

Comments SIGIR2024 demo paper

TrojanRAG: Retrieval-Augmented Generation Can Be Backdoor Driver in Large Language Models

Pengzhou Cheng, Yidong Ding, Tianjie Ju, Zongru Wu, Wei Du, Ping Yi, Zhuosheng Zhang, Gongshen Liu

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments 19 pages, 14 figures, 4 tables

Searching for Best Practices in Retrieval-Augmented Generation

Xiaohua Wang, Zhenghua Wang, Xuan Gao, Feiran Zhang, Yixin Wu, Zhibo Xu, Tianyuan Shi, Zhengyuan Wang, Shizheng Li, Qi Qian, Ruicheng Yin, Changze Lv, Xiaoqing Zheng, Xuanjing Huang

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

FS-RAG: A Frame Semantics Based Approach for Improved Factual Accuracy in Large Language Models

Harish Tayyar Madabushi

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval augmented generation(abstract)；分类 cs.CL

Comments program code and prompts available at https://github.com/H-TayyarMadabushi/A-Frame-Semantics-based-approach-for-Improved-Factual-Accuracy-in-Large-Language-Models

Battling Botpoop using GenAI for Higher Education: A Study of a Retrieval Augmented Generation Chatbots Impact on Learning

Maung Thway, Jose Recatala-Gomez, Fun Siong Lim, Kedar Hippalgaonkar, Leonard W. T. Ng

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Comments 13 pages, 5 figures, SI with Annexes A, B and C upon request

Retrieval-Augmented Generation for Generative Artificial Intelligence in Medicine

Rui Yang, Yilin Ning, Emilia Keppo, Mingxuan Liu, Chuan Hong, Danielle S Bitterman, Jasmine Chiat Ling Ong, Daniel Shu Wei Ting, Nan Liu

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Enhancing Knowledge Retrieval with Topic Modeling for Knowledge-Grounded Dialogue

Nhat Tran, Diane Litman

专题命中 检索器与排序 ：knowledge retrieval(title,abstract)；retriever(abstract)；分类 cs.IR

Comments LREC-COLING 2024

RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation

Chao Jin, Zili Zhang, Xuanlin Jiang, Fangyue Liu, Xin Liu, Xuanzhe Liu, Xin Jin

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

CPR: Retrieval Augmented Generation for Copyright Protection

Aditya Golatkar, Alessandro Achille, Luca Zancato, Yu-Xiang Wang, Ashwin Swaminathan, Stefano Soatto

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Comments CVPR 2024

LexDrafter: Terminology Drafting for Legislative Documents using Retrieval Augmented Generation

Ashish Chouhan, Michael Gertz

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments Accepted at LREC-COLING 2024

Dynamic Contexts for Generating Suggestion Questions in RAG Based Conversational Systems

Anuja Tayal, Aman Tyagi

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments 4 pages , 1 figure, accepted at WWW'24 workshop PromptEng

Financial Report Chunking for Effective Retrieval Augmented Generation

Antonio Jimeno Yepes, Yao You, Jan Milczek, Sebastian Laverde, Renyu Li

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL