RAG / 检索增强生成 - arXivDaily 专题

2401.11248 2024-04-23 cs.IR cs.CL 62%

Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage Retrieval

Guangyuan Ma, Xing Wu, Zijia Lin, Songlin Hu

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

Comments Accepted by SIGIR24. Our code is available at https://github.com/ma787639046/bowdpr

2404.05970 2024-04-19 cs.CL cs.IR 62%

Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation

Alireza Salemi, Surya Kallumadi, Hamed Zamani

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

2307.12798 2024-04-18 cs.CL cs.IR 62%

RRAML: Reinforced Retrieval Augmented Machine Learning

Andrea Bacciu, Florin Cuconasu, Federico Siciliano, Fabrizio Silvestri, Nicola Tonellotto, Giovanni Trappolini

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

Journal ref CEUR Workshop Proceedings (2023, Vol. 3537, pp. 29-37)

2305.14502 2024-04-17 cs.CL cs.AI cs.LG 62%

RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning

Alexander Scarlatos, Andrew Lan

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

2404.08940 2024-04-16 cs.IR cs.CL cs.LG 62%

Introducing Super RAGs in Mistral 8x7B-v1

Ayush Thakur, Raghav Gupta

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

2304.01982 2024-04-10 cs.CL cs.IR 62%

Rethinking the Role of Token Retrieval in Multi-Vector Retrieval

Jinhyuk Lee, Zhuyun Dai, Sai Meher Karthik Duddu, Tao Lei, Iftekhar Naim, Ming-Wei Chang, Vincent Y. Zhao

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

Comments NeurIPS 2023. Code available at https://github.com/google-deepmind/xtr

2404.00596 2024-04-02 cs.CL cs.IR 62%

ECtHR-PCR: A Dataset for Precedent Understanding and Prior Case Retrieval in the European Court of Human Rights

T. Y. S. S Santosh, Rashid Gustav Haddad, Matthias Grabmair

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

Comments Accepted to LREC-COLING 2024

2403.20327 2024-04-01 cs.CL cs.AI 62%

Gecko: Versatile Text Embeddings Distilled from Large Language Models

Jinhyuk Lee, Zhuyun Dai, Xiaoqi Ren, Blair Chen, Daniel Cer, Jeremy R. Cole, Kai Hui, Michael Boratko, Rajvi Kapadia, Wen Ding, Yi Luan, Sai Meher Karthik Duddu, Gustavo Hernandez Abrego, Weiqiang Shi, Nithi Gupta, Aditya Kusupati, Prateek Jain, Siddhartha Reddy Jonnalagadda, Ming-Wei Chang, Iftekhar Naim

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

Comments 18 pages

2302.14534 2024-03-26 cs.IR cs.CL 62%

Spacerini: Plug-and-play Search Engines with Pyserini and Hugging Face

Christopher Akiki, Odunayo Ogundepo, Aleksandra Piktus, Xinyu Zhang, Akintunde Oladipo, Jimmy Lin, Martin Potthast

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

2403.14074 2024-03-22 cs.IR cs.CL cs.LG 62%

M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrieval

Yang Bai, Anthony Colas, Christan Grant, Daisy Zhe Wang

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

Comments Accepted by LREC-COLING 2024

2403.03187 2024-03-06 cs.CL cs.AI cs.LG 62%

Reliable, Adaptable, and Attributable Language Models with Retrieval

Akari Asai, Zexuan Zhong, Danqi Chen, Pang Wei Koh, Luke Zettlemoyer, Hannaneh Hajishirzi, Wen-tau Yih

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

2403.00840 2024-03-05 cs.CL cs.AI 62%

EyeGPT: Ophthalmic Assistant with Large Language Models

Xiaolan Chen, Ziwei Zhao, Weiyi Zhang, Pusheng Xu, Le Gao, Mingpu Xu, Yue Wu, Yinwen Li, Danli Shi, Mingguang He

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

Comments 47 pages, 4 figures, 1 table, 2 supplementary figures and 9 supplementary tables

2402.19431 2024-03-01 cs.SE cs.AI cs.CL 62%

Compositional API Recommendation for Library-Oriented Code Generation

Zexiong Ma, Shengnan An, Bing Xie, Zeqi Lin

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

Journal ref 32nd IEEE/ACM International Conference on Program Comprehension (ICPC 2024), Apr 2024, Lisboa, Portugal

2402.16261 2024-02-29 cs.CL cs.IR 62%

UniRetriever: Multi-task Candidates Selection for Various Context-Adaptive Conversational Retrieval

Hongru Wang, Boyang Xue, Baohang Zhou, Rui Wang, Fei Mi, Weichao Wang, Yasheng Wang, Kam-Fai Wong

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

2402.15059 2024-02-26 cs.CL cs.IR 62%

ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval

Antoine Louis, Vageesh Saxena, Gijs van Dijck, Gerasimos Spanakis

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

Comments Under review. Code is available at https://github.com/ant-louis/xm-retrievers

2402.12663 2024-02-21 cs.CL cs.IR cs.LG 62%

SoftQE: Learned Representations of Queries Expanded by LLMs

Varad Pimpalkhute, John Heyer, Xusen Yin, Sameer Gupta

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

Comments To be published in ECIR 2024 proceedings

2402.11626 2024-02-20 cs.CL cs.IR 62%

Metacognitive Retrieval-Augmented Large Language Models

Yujia Zhou, Zheng Liu, Jiajie Jin, Jian-Yun Nie, Zhicheng Dou

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

Comments Accepted by WWW 2024

2402.09320 2024-02-15 cs.CL cs.AI 62%

ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization

Feifan Song, Yuxuan Fan, Xin Zhang, Peiyi Wang, Houfeng Wang

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

2402.04268 2024-02-08 cond-mat.soft cs.AI cs.CL q-bio.BM 62%

ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning

A. Ghafarollahi, M. J. Buehler

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

2402.02175 2024-02-06 cs.CL cs.IR 62%

Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval

Wentao Ding, Jinmao Li, Liangchuan Luo, Yuzhong Qu

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

Comments Accepted to TheWebConf'24 (WWW 2024). This is a preprint version; the CR version will include more details. Github: https://github.com/nju-websoft/EPR-KGQA

2401.17645 2024-02-01 cs.IR cs.AI 62%

ReSLLM: Large Language Models are Strong Resource Selectors for Federated Search

Shuai Wang, Shengyao Zhuang, Bevan Koopman, Guido Zuccon

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

2309.07900 2024-01-31 cs.CL cs.IR 62%

Ambiguity-Aware In-Context Learning with Large Language Models

Lingyu Gao, Aditi Chaudhary, Krishna Srinivasan, Kazuma Hashimoto, Karthik Raman, Michael Bendersky

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

Comments 15 pages in total

2307.07164 2024-01-29 cs.CL cs.IR 62%

Learning to Retrieve In-Context Examples for Large Language Models

Liang Wang, Nan Yang, Furu Wei

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

Comments Accepted by EACL 2024

2401.14021 2024-01-26 cs.LG cs.CL cs.IR 62%

Accelerating Retrieval-Augmented Language Model Serving with Speculation

Zhihao Zhang, Alan Zhu, Lijie Yang, Yihua Xu, Lanting Li, Phitchaya Mangpo Phothilimthana, Zhihao Jia

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

Comments Preprint

2309.15427 2024-01-01 cs.CL cs.AI cs.LG 62%

Graph Neural Prompting with Large Language Models

Yijun Tian, Huan Song, Zichen Wang, Haozhu Wang, Ziqing Hu, Fang Wang, Nitesh V. Chawla, Panpan Xu

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

Comments Accepted by AAAI 2024

2305.02437 2023-12-27 cs.CL cs.AI 62%

Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory

Xin Cheng, Di Luo, Xiuying Chen, Lemao Liu, Dongyan Zhao, Rui Yan

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

Comments Neurips 2023

2312.12681 2023-12-21 cs.CL cs.AI 62%

Imitation of Life: A Search Engine for Biologically Inspired Design

Hen Emuna, Nadav Borenstein, Xin Qian, Hyeonsu Kang, Joel Chan, Aniket Kittur, Dafna Shahaf

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

Comments To be published in the AAAI 2024 Proceedings Main Track

2312.11336 2023-12-19 cs.IR cs.AI 62%

DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation

Yu Wang, Zhiwei Liu, Jianguo Zhang, Weiran Yao, Shelby Heinecke, Philip S. Yu

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

2312.00372 2023-12-05 cs.IR cs.CL 62%

Event-driven Real-time Retrieval in Web Search

Nan Yang, Shusen Zhang, Yannan Zhang, Xiaoling Bai, Hualong Deng, Tianhua Zhou, Jin Ma

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

2311.09765 2023-11-17 cs.IR cs.AI 62%

Back to Basics: A Simple Recipe for Improving Out-of-Domain Retrieval in Dense Encoders

Hyunji Lee, Luca Soldaini, Arman Cohan, Minjoon Seo, Kyle Lo

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

1. 检索器与排序 4563 篇

Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage Retrieval

Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation

RRAML: Reinforced Retrieval Augmented Machine Learning

RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning

Introducing Super RAGs in Mistral 8x7B-v1

Rethinking the Role of Token Retrieval in Multi-Vector Retrieval

ECtHR-PCR: A Dataset for Precedent Understanding and Prior Case Retrieval in the European Court of Human Rights

Gecko: Versatile Text Embeddings Distilled from Large Language Models

Spacerini: Plug-and-play Search Engines with Pyserini and Hugging Face

M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrieval

Reliable, Adaptable, and Attributable Language Models with Retrieval

EyeGPT: Ophthalmic Assistant with Large Language Models

Compositional API Recommendation for Library-Oriented Code Generation

UniRetriever: Multi-task Candidates Selection for Various Context-Adaptive Conversational Retrieval

ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval

SoftQE: Learned Representations of Queries Expanded by LLMs

Metacognitive Retrieval-Augmented Large Language Models

ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization

ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning

Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval

ReSLLM: Large Language Models are Strong Resource Selectors for Federated Search

Ambiguity-Aware In-Context Learning with Large Language Models

Learning to Retrieve In-Context Examples for Large Language Models

Accelerating Retrieval-Augmented Language Model Serving with Speculation

Graph Neural Prompting with Large Language Models

Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory

Imitation of Life: A Search Engine for Biologically Inspired Design

DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation

Event-driven Real-time Retrieval in Web Search

Back to Basics: A Simple Recipe for Improving Out-of-Domain Retrieval in Dense Encoders