RAG / 检索增强生成

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Prototype-based HyperAdapter for Sample-Efficient Multi-task Tuning

Hao Zhao, Jie Fu, Zhaofeng He

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

Comments Accepted by EMNLP 2023

Text Representation Distillation via Information Bottleneck Principle

Yanzhao Zhang, Dingkun Long, Zehan Li, Pengjun Xie

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

Comments Accepted to EMNLP 2023. The code and pre-trained models are available at [this https URL](https://github.com/Alibaba-NLP/IBKD)

Towards Effective Paraphrasing for Information Disguise

Anmol Agarwal, Shrey Gupta, Vamshi Bonagiri, Manas Gaur, Joseph Reagle, Ponnurangam Kumaraguru

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

Comments Accepted at ECIR 2023

Journal ref 45th European Conference on Information Retrieval, ECIR 2023

Plot Retrieval as an Assessment of Abstract Semantic Association

Shicheng Xu, Liang Pang, Jiangnan Li, Mo Yu, Fandong Meng, Huawei Shen, Xueqi Cheng, Jie Zhou

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