RAG / 检索增强生成 - arXivDaily 专题

2312.14327 2023-12-25 cs.CL 57%

Parameter Efficient Tuning Allows Scalable Personalization of LLMs for Text Entry: A Case Study on Abbreviation Expansion

Katrin Tomanek, Shanqing Cai, Subhashini Venugopalan

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

2303.08518 2023-12-19 cs.CL 57%

UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation

Daixuan Cheng, Shaohan Huang, Junyu Bi, Yuefeng Zhan, Jianfeng Liu, Yujing Wang, Hao Sun, Furu Wei, Denvy Deng, Qi Zhang

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

Comments EMNLP 2023 Main Conference

2312.10003 2023-12-18 cs.CL 57%

ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Renat Aksitov, Sobhan Miryoosefi, Zonglin Li, Daliang Li, Sheila Babayan, Kavya Kopparapu, Zachary Fisher, Ruiqi Guo, Sushant Prakash, Pranesh Srinivasan, Manzil Zaheer, Felix Yu, Sanjiv Kumar

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

Comments 19 pages, 4 figures, 4 tables, 8 listings

2312.09948 2023-12-18 cs.IR cs.DL 57%

GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews

Kaushik Roy, Vedant Khandelwal, Harshul Surana, Valerie Vera, Amit Sheth, Heather Heckman

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

2312.09434 2023-12-18 cs.RO cs.AI 57%

Task Tree Retrieval For Robotic Cooking

Chakradhar Reddy Nallu

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

2312.05733 2023-12-12 cs.SE cs.AI cs.HC 57%

DevBots can co-design APIs

Vinicius Soares Silva Marques

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

Comments 8 pages, 1 figure, 3 tables

2312.03494 2023-12-07 cs.IR 57%

Boosting legal case retrieval by query content selection with large language models

Youchao Zhou, Heyan Huang, Zhijing Wu

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

Comments This work was accepted as 23-SIGIR-AP main conference paper

2309.10954 2023-12-07 cs.CL cs.LG 57%

In-Context Learning for Text Classification with Many Labels

Aristides Milios, Siva Reddy, Dzmitry Bahdanau

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

Comments 12 pages, 4 figures

2311.15923 2023-11-28 cs.IR 57%

SEINE: SEgment-based Indexing for NEural information retrieval

Sibo Dong, Justin Goldstein, Grace Hui Yang

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

2311.15110 2023-11-28 cs.CL 57%

Relevance feedback strategies for recall-oriented neural information retrieval

Timo Kats, Peter van der Putten, Jan Scholtes

专题命中检索器与排序：vector search(abstract)；分类 cs.CL

Journal ref Preproceedings Benelux Conference for Artificial Intelligence (BNAIC/BENELEARN 2023), Delft, November 8-10, 2023

2311.12955 2023-11-23 cs.IR 57%

Don't forget private retrieval: distributed private similarity search for large language models

Guy Zyskind, Tobin South, Alex Pentland

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

2311.11315 2023-11-21 cs.AI 57%

TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems

Yilun Kong, Jingqing Ruan, Yihong Chen, Bin Zhang, Tianpeng Bao, Shiwei Shi, Guoqing Du, Xiaoru Hu, Hangyu Mao, Ziyue Li, Xingyu Zeng, Rui Zhao

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

2311.09134 2023-11-16 cs.IR 57%

Scalable and Effective Generative Information Retrieval

Hansi Zeng, Chen Luo, Bowen Jin, Sheikh Muhammad Sarwar, Tianxin Wei, Hamed Zamani

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

2307.12019 2023-11-16 cs.IR 57%

XWalk: Random Walk Based Candidate Retrieval for Product Search

Jon Eskreis-Winkler, Yubin Kim, Andrew Stanton

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

Journal ref Proceedings of ACM 2023 SIGIR Workshop on eCommerce (SIGIR eCom23)

2310.19394 2023-11-13 cs.IR cs.LG 57%

LightSAGE: Graph Neural Networks for Large Scale Item Retrieval in Shopee's Advertisement Recommendation

Dang Minh Nguyen, Chenfei Wang, Yan Shen, Yifan Zeng

专题命中检索器与排序：vector search(abstract)；分类 cs.IR

Journal ref 2023 Proceedings of the 17th ACM Conference on Recommender Systems. Association for Computing Machinery, New York, NY, USA

2307.14899 2023-11-13 cs.CL 57%

Retrieval-based Text Selection for Addressing Class-Imbalanced Data in Classification

Sareh Ahmadi, Aditya Shah, Edward Fox

专题命中检索器与排序：vector search(abstract)；分类 cs.CL

2311.05169 2023-11-10 cs.CL 57%

Large Language Models and Prompt Engineering for Biomedical Query Focused Multi-Document Summarisation

Diego Mollá

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

Comments 9 pages, 7 figures, 4 tables

2311.03788 2023-11-08 cs.CL 57%

Language Representation Projection: Can We Transfer Factual Knowledge across Languages in Multilingual Language Models?

Shaoyang Xu, Junzhuo Li, Deyi Xiong

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

Comments Accepted by EMNLP 2023

2311.01263 2023-11-03 cs.IR 57%

Efficient Neural Ranking using Forward Indexes and Lightweight Encoders

Jurek Leonhardt, Henrik Müller, Koustav Rudra, Megha Khosla, Abhijit Anand, Avishek Anand

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

Comments Accepted at ACM TOIS. arXiv admin note: text overlap with arXiv:2110.06051

2310.18347 2023-10-31 cs.CL 57%

PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter

Haoyan Yang, Zhitao Li, Yong Zhang, Jianzong Wang, Ning Cheng, Ming Li, Jing Xiao

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

Comments Accepted by the Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing. (EMNLP2023)

2306.15626 2023-10-30 cs.LG cs.AI cs.LO stat.ML 57%

LeanDojo: Theorem Proving with Retrieval-Augmented Language Models

Kaiyu Yang, Aidan M. Swope, Alex Gu, Rahul Chalamala, Peiyang Song, Shixing Yu, Saad Godil, Ryan Prenger, Anima Anandkumar

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

Comments Accepted to NeurIPS 2023 (Datasets and Benchmarks Track) as an oral presentation. Data, code, and models available at https://leandojo.org/

2310.15205 2023-10-26 cs.CL 57%

DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuning

Wei Chen, Qiushi Wang, Zefei Long, Xianyin Zhang, Zhongtian Lu, Bingxuan Li, Siyuan Wang, Jiarong Xu, Xiang Bai, Xuanjing Huang, Zhongyu Wei

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

Comments 18 pages, 13 figures, 7 tables

2305.14283 2023-10-24 cs.CL 57%

Query Rewriting for Retrieval-Augmented Large Language Models

Xinbei Ma, Yeyun Gong, Pengcheng He, Hai Zhao, Nan Duan

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

Comments EMNLP2023

2310.08877 2023-10-23 cs.CL 57%

Retrieval-Generation Alignment for End-to-End Task-Oriented Dialogue System

Weizhou Shen, Yingqi Gao, Canbin Huang, Fanqi Wan, Xiaojun Quan, Wei Bi

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

Comments Accepted to EMNLP 2023 Main Conference

2310.09748 2023-10-17 cs.SE cs.CL 57%

Large Language Model-Aware In-Context Learning for Code Generation

Jia Li, Ge Li, Chongyang Tao, Jia Li, Huangzhao Zhang, Fang Liu, Zhi Jin

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

2310.08319 2023-10-13 cs.IR 57%

Fine-Tuning LLaMA for Multi-Stage Text Retrieval

Xueguang Ma, Liang Wang, Nan Yang, Furu Wei, Jimmy Lin

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

2310.05421 2023-10-10 cs.CL cs.CY cs.LG 57%

Automating Customer Service using LangChain: Building custom open-source GPT Chatbot for organizations

Keivalya Pandya, Mehfuza Holia

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

Comments 4 pages, 2 figures, Submitted to appear in the Proceedings of the 3rd International Conference on Women in Science & Technology Creating Sustainable Career (ICWSTCSC 2023)

2209.05917 2023-10-06 cs.IR 57%

SpaDE: Improving Sparse Representations using a Dual Document Encoder for First-stage Retrieval

Eunseong Choi, Sunkyung Lee, Minjin Choi, Hyeseon Ko, Young-In Song, Jongwuk Lee

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

Comments In Proceedings of the 31st ACM International Conference on Information and Knowledge Management (CIKM '22). 13 pages

2309.12767 2023-09-25 cs.CL 57%

Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models

Yin Zhu, Zhiling Luo, Gong Cheng

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

2305.14949 2023-09-21 cs.CL 57%

Cross-lingual Data Augmentation for Document-grounded Dialog Systems in Low Resource Languages

Qi Gou, Zehua Xia, Wenzhe Du

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

Comments The Third DialDoc Workshop at ACL 2023, https://aclanthology.org/2023.dialdoc-1.1

1. 检索器与排序 4563 篇

Parameter Efficient Tuning Allows Scalable Personalization of LLMs for Text Entry: A Case Study on Abbreviation Expansion

UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation

ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews

Task Tree Retrieval For Robotic Cooking

DevBots can co-design APIs

Boosting legal case retrieval by query content selection with large language models

In-Context Learning for Text Classification with Many Labels

SEINE: SEgment-based Indexing for NEural information retrieval

Relevance feedback strategies for recall-oriented neural information retrieval

Don't forget private retrieval: distributed private similarity search for large language models

TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems

Scalable and Effective Generative Information Retrieval

XWalk: Random Walk Based Candidate Retrieval for Product Search

LightSAGE: Graph Neural Networks for Large Scale Item Retrieval in Shopee's Advertisement Recommendation

Retrieval-based Text Selection for Addressing Class-Imbalanced Data in Classification

Large Language Models and Prompt Engineering for Biomedical Query Focused Multi-Document Summarisation

Language Representation Projection: Can We Transfer Factual Knowledge across Languages in Multilingual Language Models?

Efficient Neural Ranking using Forward Indexes and Lightweight Encoders

PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter

LeanDojo: Theorem Proving with Retrieval-Augmented Language Models

DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuning

Query Rewriting for Retrieval-Augmented Large Language Models

Retrieval-Generation Alignment for End-to-End Task-Oriented Dialogue System

Large Language Model-Aware In-Context Learning for Code Generation

Fine-Tuning LLaMA for Multi-Stage Text Retrieval

Automating Customer Service using LangChain: Building custom open-source GPT Chatbot for organizations

SpaDE: Improving Sparse Representations using a Dual Document Encoder for First-stage Retrieval

Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models

Cross-lingual Data Augmentation for Document-grounded Dialog Systems in Low Resource Languages