RAG / 检索增强生成

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

PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design

Wenqi Jiang, Shuai Zhang, Boran Han, Jie Wang, Bernie Wang, Tim Kraska

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

Towards Comprehensive Vietnamese Retrieval-Augmented Generation and Large Language Models

Nguyen Quang Duc, Le Hai Son, Nguyen Duc Nhan, Nguyen Dich Nhat Minh, Le Thanh Huong, Dinh Viet Sang

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

Seven Failure Points When Engineering a Retrieval Augmented Generation System

Scott Barnett, Stefanus Kurniawan, Srikanth Thudumu, Zach Brannelly, Mohamed Abdelrazek

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

RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture

Angels Balaguer, Vinamra Benara, Renato Luiz de Freitas Cunha, Roberto de M. Estevão Filho, Todd Hendry, Daniel Holstein, Jennifer Marsman, Nick Mecklenburg, Sara Malvar, Leonardo O. Nunes, Rafael Padilha, Morris Sharp, Bruno Silva, Swati Sharma, Vijay Aski, Ranveer Chandra

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

Revolutionizing Retrieval-Augmented Generation with Enhanced PDF Structure Recognition

Demiao Lin

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

Comments 18 pages, 16 figures

Reproducibility Analysis and Enhancements for Multi-Aspect Dense Retriever with Aspect Learning

Keping Bi, Xiaojie Sun, Jiafeng Guo, Xueqi Cheng

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

Comments accepted by ecir2024 as a reproducibility paper

Enhancing Multilingual Information Retrieval in Mixed Human Resources Environments: A RAG Model Implementation for Multicultural Enterprise

Syed Rameel Ahmad

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

Benchmarking Large Language Models in Retrieval-Augmented Generation

Jiawei Chen, Hongyu Lin, Xianpei Han, Le Sun

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

Comments Accepted to AAAI 2024

Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference

Zachary Levonian, Chenglu Li, Wangda Zhu, Anoushka Gade, Owen Henkel, Millie-Ellen Postle, Wanli Xing

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

Comments 6 pages, presented at NeurIPS'23 Workshop on Generative AI for Education (GAIED)

GAR-meets-RAG Paradigm for Zero-Shot Information Retrieval

Daman Arora, Anush Kini, Sayak Ray Chowdhury, Nagarajan Natarajan, Gaurav Sinha, Amit Sharma

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

Comments preprint

Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems

Tianyuan Shi, Liangzhi Li, Zijian Lin, Tao Yang, Xiaojun Quan, Qifan Wang

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

Comments Accepted to EMNLP 2023 (Main Conference)