RAG / 检索增强生成 - arXivDaily 专题

2406.18064 2024-11-08 cs.CL 83%

Evaluating Quality of Answers for Retrieval-Augmented Generation: A Strong LLM Is All You Need

Yang Wang, Alberto Garcia Hernandez, Roman Kyslyi, Nicholas Kersting

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

Comments 13 pages, 8 figures, 12 tables

2410.20598 2024-11-06 cs.IR 83%

R^3AG: First Workshop on Refined and Reliable Retrieval Augmented Generation

Zihan Wang, Xuri Ge, Joemon M. Jose, Haitao Yu, Weizhi Ma, Zhaochun Ren, Xin Xin

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

Comments R^3AG workshop overview at SIGIR-AP 2024

2409.03171 2024-11-05 cs.CL 83%

MARAGS: A Multi-Adapter System for Multi-Task Retrieval Augmented Generation Question Answering

Mitchell DeHaven

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

Comments Accepted to CRAG KDD Cup 24 Workshop

2410.18050 2024-11-04 cs.CL 83%

LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering

Qingfei Zhao, Ruobing Wang, Yukuo Cen, Daren Zha, Shicheng Tan, Yuxiao Dong, Jie Tang

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

Comments EMNLP 2024 Main, Final

2410.23902 2024-11-01 cs.CL 83%

Responsible Retrieval Augmented Generation for Climate Decision Making from Documents

Matyas Juhasz, Kalyan Dutia, Henry Franks, Conor Delahunty, Patrick Fawbert Mills, Harrison Pim

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

2410.23041 2024-10-31 cs.AI 83%

Emotional RAG: Enhancing Role-Playing Agents through Emotional Retrieval

Le Huang, Hengzhi Lan, Zijun Sun, Chuan Shi, Ting Bai

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

2410.20878 2024-10-29 cs.CL 83%

AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline

Dongkyu Kim, Byoungwook Kim, Donggeon Han, Matouš Eibich

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 20 pages

2410.15531 2024-10-22 cs.CL 83%

Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question Coverage

Kaige Xie, Philippe Laban, Prafulla Kumar Choubey, Caiming Xiong, Chien-Sheng Wu

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

2312.10904 2024-10-22 cs.AI 83%

Dynamic Retrieval Augmented Generation of Ontologies using Artificial Intelligence (DRAGON-AI)

Sabrina Toro, Anna V Anagnostopoulos, Sue Bello, Kai Blumberg, Rhiannon Cameron, Leigh Carmody, Alexander D Diehl, Damion Dooley, William Duncan, Petra Fey, Pascale Gaudet, Nomi L Harris, Marcin Joachimiak, Leila Kiani, Tiago Lubiana, Monica C Munoz-Torres, Shawn O'Neil, David Osumi-Sutherland, Aleix Puig, Justin P Reese, Leonore Reiser, Sofia Robb, Troy Ruemping, James Seager, Eric Sid, Ray Stefancsik, Magalie Weber, Valerie Wood, Melissa A Haendel, Christopher J Mungall

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

2410.14167 2024-10-21 cs.IR 83%

Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systems

Jiajing Chen, Runyuan Bao, Hongye Zheng, Zhen Qi, Jianjun Wei, Jiacheng Hu

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

2410.11315 2024-10-16 cs.CL 83%

SEER: Self-Aligned Evidence Extraction for Retrieval-Augmented Generation

Xinping Zhao, Dongfang Li, Yan Zhong, Boren Hu, Yibin Chen, Baotian Hu, Min Zhang

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

Comments 15 pages, 6 figures, 5 tables. Accepted by EMNLP 2024 (main)

2410.09623 2024-10-15 cs.CL 83%

Quebec Automobile Insurance Question-Answering With Retrieval-Augmented Generation

David Beauchemin, Zachary Gagnon, Ricahrd Khoury

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

Comments Accepted to NLLP 2024 EMNLP workshop

2410.08320 2024-10-14 cs.CL cs.LG 83%

Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation

Zhuohang Li, Jiaxin Zhang, Chao Yan, Kamalika Das, Sricharan Kumar, Murat Kantarcioglu, Bradley A. Malin

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

2410.07590 2024-10-11 cs.CV cs.CL 83%

TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text

Songshuo Lu, Hua Wang, Yutian Rong, Zhi Chen, Yaohua Tang

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

2406.03790 2024-10-11 cs.CL 83%

End-to-End Trainable Retrieval-Augmented Generation for Relation Extraction

Kohei Makino, Makoto Miwa, Yutaka Sasaki

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

Comments preprint

2410.04231 2024-10-08 cs.IR 83%

Metadata-based Data Exploration with Retrieval-Augmented Generation for Large Language Models

Teruaki Hayashi, Hiroki Sakaji, Jiayi Dai, Randy Goebel

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

2410.03780 2024-10-08 cs.CL cs.LG 83%

Reward-RAG: Enhancing RAG with Reward Driven Supervision

Thang Nguyen, Peter Chin, Yu-Wing Tai

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

2410.02719 2024-10-04 cs.CL 83%

UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation

Zixuan Li, Jing Xiong, Fanghua Ye, Chuanyang Zheng, Xun Wu, Jianqiao Lu, Zhongwei Wan, Xiaodan Liang, Chengming Li, Zhenan Sun, Lingpeng Kong, Ngai Wong

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

2407.19994 2024-10-04 cs.AI 83%

A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graph

Cheonsu Jeong

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

Journal ref 2024 Knowledge Management Research

2406.12534 2024-10-04 cs.CL 83%

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

2409.20075 2024-10-01 cs.CL 83%

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

2406.19234 2024-09-27 cs.CR cs.AI 83%

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

2409.15699 2024-09-25 cs.CL 83%

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

2409.13992 2024-09-24 cs.CL 83%

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

2408.11381 2024-09-10 cs.CL 83%

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

2407.03627 2024-09-10 cs.CL 83%

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

2409.01495 2024-09-04 cs.CL 83%

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

2407.15569 2024-09-02 cs.CL 83%

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

2408.09713 2024-08-21 cs.IR 83%

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

2408.08901 2024-08-20 cs.IR 83%

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

1. 检索器与排序 4586 篇

Evaluating Quality of Answers for Retrieval-Augmented Generation: A Strong LLM Is All You Need

R^3AG: First Workshop on Refined and Reliable Retrieval Augmented Generation

MARAGS: A Multi-Adapter System for Multi-Task Retrieval Augmented Generation Question Answering

LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering

Responsible Retrieval Augmented Generation for Climate Decision Making from Documents

Emotional RAG: Enhancing Role-Playing Agents through Emotional Retrieval

AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline

Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question Coverage

Dynamic Retrieval Augmented Generation of Ontologies using Artificial Intelligence (DRAGON-AI)

Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systems

SEER: Self-Aligned Evidence Extraction for Retrieval-Augmented Generation

Quebec Automobile Insurance Question-Answering With Retrieval-Augmented Generation

Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation

TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text

End-to-End Trainable Retrieval-Augmented Generation for Relation Extraction

Metadata-based Data Exploration with Retrieval-Augmented Generation for Large Language Models

Reward-RAG: Enhancing RAG with Reward Driven Supervision

UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation

A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graph

Unified Active Retrieval for Retrieval Augmented Generation

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

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

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

SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval

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

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

The Compressor-Retriever Architecture for Language Model OS

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

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

Bayesian inference to improve quality of Retrieval Augmented Generation