RAG / 检索增强生成 - arXivDaily 专题

2405.20139 2024-05-31 cs.CL cs.AI cs.LG 84%

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Costas Mavromatis, George Karypis

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

2405.19893 2024-05-31 cs.LG cs.AI cs.CL 84%

Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

Chunjing Gan, Dan Yang, Binbin Hu, Hanxiao Zhang, Siyuan Li, Ziqi Liu, Yue Shen, Lin Ju, Zhiqiang Zhang, Jinjie Gu, Lei Liang, Jun Zhou

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

Comments 12 pages

2401.16659 2024-05-29 cs.IR cs.CL 84%

History-Aware Conversational Dense Retrieval

Fengran Mo, Chen Qu, Kelong Mao, Tianyu Zhu, Zhan Su, Kaiyu Huang, Jian-Yun Nie

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

Comments Accepted to Findings of ACL 2024

2405.16933 2024-05-28 cs.CL cs.IR 84%

Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning

Xun Liang, Simin Niu, Zhiyu li, Sensen Zhang, Shichao Song, Hanyu Wang, Jiawei Yang, Feiyu Xiong, Bo Tang, Chenyang Xi

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

2405.04700 2024-05-09 cs.LG cs.AI cs.DC cs.IR 84%

Robust Implementation of Retrieval-Augmented Generation on Edge-based Computing-in-Memory Architectures

Ruiyang Qin, Zheyu Yan, Dewen Zeng, Zhenge Jia, Dancheng Liu, Jianbo Liu, Zhi Zheng, Ningyuan Cao, Kai Ni, Jinjun Xiong, Yiyu Shi

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

2404.13781 2024-04-23 cs.CL cs.IR 84%

Evaluating Retrieval Quality in Retrieval-Augmented Generation

Alireza Salemi, Hamed Zamani

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

2404.01037 2024-04-02 cs.CL cs.IR 84%

ARAGOG: Advanced RAG Output Grading

Matouš Eibich, Shivay Nagpal, Alexander Fred-Ojala

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

Comments 14 pages, 8 figures, associated Github repo: https://github.com/predlico/ARAGOG

2404.00657 2024-04-02 cs.LG cs.AI cs.CL 84%

Observations on Building RAG Systems for Technical Documents

Sumit Soman, Sujoy Roychowdhury

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

Comments Published as a Tiny Paper at ICLR 2024

2312.10997 2024-03-28 cs.CL cs.AI 84%

Retrieval-Augmented Generation for Large Language Models: A Survey

Yunfan Gao, Yun Xiong, Xinyu Gao, Kangxiang Jia, Jinliu Pan, Yuxi Bi, Yi Dai, Jiawei Sun, Meng Wang, Haofen Wang

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

Comments Ongoing Work

2311.05903 2024-03-20 cs.IR cs.AI 84%

Establishing Performance Baselines in Fine-Tuning, Retrieval-Augmented Generation and Soft-Prompting for Non-Specialist LLM Users

Jennifer Dodgson, Lin Nanzheng, Julian Peh, Akira Rafhael Janson Pattirane, Alfath Daryl Alhajir, Eko Ridho Dinarto, Joseph Lim, Syed Danyal Ahmad

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

Comments 10 pages, LaTeX; typos corrected, using the correct term 'system prompting' instead of 'soft prompting'

2403.03516 2024-03-07 cs.CL cs.IR 84%

Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling

Chao-Wei Huang, Chen-An Li, Tsu-Yuan Hsu, Chen-Yu Hsu, Yun-Nung Chen

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

Comments Accepted to Findings of EACL 2024

2402.12352 2024-02-20 cs.CL cs.IR 84%

Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge

Julien Delile, Srayanta Mukherjee, Anton Van Pamel, Leonid Zhukov

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

Comments 11 pages, 4 figures

2402.11891 2024-02-20 cs.IR cs.CL 84%

FeB4RAG: Evaluating Federated Search in the Context of Retrieval Augmented Generation

Shuai Wang, Ekaterina Khramtsova, Shengyao Zhuang, Guido Zuccon

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

2304.04590 2024-02-16 cs.IR cs.CL 84%

LADER: Log-Augmented DEnse Retrieval for Biomedical Literature Search

Qiao Jin, Ashley Shin, Zhiyong Lu

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

Comments SIGIR 2023

2402.01733 2024-02-06 cs.CL cs.AI 84%

Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report

YuHe Ke, Liyuan Jin, Kabilan Elangovan, Hairil Rizal Abdullah, Nan Liu, Alex Tiong Heng Sia, Chai Rick Soh, Joshua Yi Min Tung, Jasmine Chiat Ling Ong, Daniel Shu Wei Ting

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

Comments NA

2401.06800 2024-01-17 cs.CL cs.AI 84%

Reinforcement Learning for Optimizing RAG for Domain Chatbots

Mandar Kulkarni, Praveen Tangarajan, Kyung Kim, Anusua Trivedi

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

2401.01469 2024-01-04 cs.CL cs.AI 84%

Question-Answering Based Summarization of Electronic Health Records using Retrieval Augmented Generation

Walid Saba, Suzanne Wendelken, James. Shanahan

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

2312.05708 2023-12-12 cs.IR cs.AI cs.LG 84%

Context Tuning for Retrieval Augmented Generation

Raviteja Anantha, Tharun Bethi, Danil Vodianik, Srinivas Chappidi

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

Comments preprint version

2308.04756 2023-08-10 cs.CL cs.IR 84%

Building Interpretable and Reliable Open Information Retriever for New Domains Overnight

Xiaodong Yu, Ben Zhou, Dan Roth

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

Comments Submission of ACL 2023. Rejected

2308.00479 2023-08-02 cs.CL cs.AI 84%

Retrieval Augmented Generation and Representative Vector Summarization for large unstructured textual data in Medical Education

S. S. Manathunga, Y. A. Illangasekara

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

Comments 6 pages, 5 figures

2307.16779 2023-08-01 cs.IR cs.CL 84%

Lexically-Accelerated Dense Retrieval

Hrishikesh Kulkarni, Sean MacAvaney, Nazli Goharian, Ophir Frieder

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

Comments SIGIR 2023

2205.11498 2023-07-21 cs.IR cs.AI cs.LG 84%

Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense Retrieval

Nandan Thakur, Nils Reimers, Jimmy Lin

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

Comments Accepted at ReNeuIR 2023 Workshop

2306.00424 2023-06-02 cs.CL cs.CV cs.IR 84%

End-to-end Knowledge Retrieval with Multi-modal Queries

Man Luo, Zhiyuan Fang, Tejas Gokhale, Yezhou Yang, Chitta Baral

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

Comments ACL 2023

2305.05834 2023-05-11 cs.IR cs.CL 84%

Unsupervised Dense Retrieval Training with Web Anchors

Yiqing Xie, Xiao Liu, Chenyan Xiong

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

Comments SIGIR'23 Short

2302.07452 2023-02-16 cs.IR cs.CL 84%

How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval

Sheng-Chieh Lin, Akari Asai, Minghan Li, Barlas Oguz, Jimmy Lin, Yashar Mehdad, Wen-tau Yih, Xilun Chen

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

2212.10496 2022-12-21 cs.IR cs.CL 84%

Precise Zero-Shot Dense Retrieval without Relevance Labels

Luyu Gao, Xueguang Ma, Jimmy Lin, Jamie Callan

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

2209.11755 2022-09-26 cs.CL cs.IR 84%

Promptagator: Few-shot Dense Retrieval From 8 Examples

Zhuyun Dai, Vincent Y. Zhao, Ji Ma, Yi Luan, Jianmo Ni, Jing Lu, Anton Bakalov, Kelvin Guu, Keith B. Hall, Ming-Wei Chang

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

2112.08185 2022-08-02 cs.CL cs.AI 84%

Learning Cross-Lingual IR from an English Retriever

Yulong Li, Martin Franz, Md Arafat Sultan, Bhavani Iyer, Young-Suk Lee, Avirup Sil

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

Comments Presented at NAACL 2022 main conference Code can be found at: https://github.com/primeqa/primeqa

2104.06967 2021-05-27 cs.IR cs.CL 84%

Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling

Sebastian Hofstätter, Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin, Allan Hanbury

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

Comments Accepted at SIGIR 2021 (Full Paper track)

2104.05740 2021-04-14 cs.CL cs.IR 84%

A Replication Study of Dense Passage Retriever

Xueguang Ma, Kai Sun, Ronak Pradeep, Jimmy Lin

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

1. 检索器与排序 4586 篇

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

History-Aware Conversational Dense Retrieval

Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-Learning

Robust Implementation of Retrieval-Augmented Generation on Edge-based Computing-in-Memory Architectures

Evaluating Retrieval Quality in Retrieval-Augmented Generation

ARAGOG: Advanced RAG Output Grading

Observations on Building RAG Systems for Technical Documents

Retrieval-Augmented Generation for Large Language Models: A Survey

Establishing Performance Baselines in Fine-Tuning, Retrieval-Augmented Generation and Soft-Prompting for Non-Specialist LLM Users

Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling

Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge

FeB4RAG: Evaluating Federated Search in the Context of Retrieval Augmented Generation

LADER: Log-Augmented DEnse Retrieval for Biomedical Literature Search

Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report

Reinforcement Learning for Optimizing RAG for Domain Chatbots

Question-Answering Based Summarization of Electronic Health Records using Retrieval Augmented Generation

Context Tuning for Retrieval Augmented Generation

Building Interpretable and Reliable Open Information Retriever for New Domains Overnight

Retrieval Augmented Generation and Representative Vector Summarization for large unstructured textual data in Medical Education

Lexically-Accelerated Dense Retrieval

Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense Retrieval

End-to-end Knowledge Retrieval with Multi-modal Queries

Unsupervised Dense Retrieval Training with Web Anchors

How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval

Precise Zero-Shot Dense Retrieval without Relevance Labels

Promptagator: Few-shot Dense Retrieval From 8 Examples

Learning Cross-Lingual IR from an English Retriever

Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling

A Replication Study of Dense Passage Retriever