RAG / 检索增强生成

Topic-DPR: Topic-based Prompts for Dense Passage Retrieval

Qingfa Xiao, Shuangyin Li, Lei Chen

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

Comments Findings of EMNLP 2023

ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Yujia Qin, Shihao Liang, Yining Ye, Kunlun Zhu, Lan Yan, Yaxi Lu, Yankai Lin, Xin Cong, Xiangru Tang, Bill Qian, Sihan Zhao, Lauren Hong, Runchu Tian, Ruobing Xie, Jie Zhou, Mark Gerstein, Dahai Li, Zhiyuan Liu, Maosong Sun

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

Decouple knowledge from parameters for plug-and-play language modeling

Xin Cheng, Yankai Lin, Xiuying Chen, Dongyan Zhao, Rui Yan

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

Comments ACL2023 Findings

Differentiable Retrieval Augmentation via Generative Language Modeling for E-commerce Query Intent Classification

Chenyu Zhao, Yunjiang Jiang, Yiming Qiu, Han Zhang, Wen-Yun Yang

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

Comments 5 pages, 2 figures; accepted by CIKM2023

Large Language Models as Batteries-Included Zero-Shot ESCO Skills Matchers

Benjamin Clavié, Guillaume Soulié

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

Journal ref Recsys in HR @ Recsys 2023

Teaching Smaller Language Models To Generalise To Unseen Compositional Questions

Tim Hartill, Neset Tan, Michael Witbrock, Patricia J. Riddle

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

GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking

Jiaqi Bai, Hongcheng Guo, Jiaheng Liu, Jian Yang, Xinnian Liang, Zhao Yan, Zhoujun Li

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

Comments CIKM 2023

SimplyRetrieve: A Private and Lightweight Retrieval-Centric Generative AI Tool

Youyang Ng, Daisuke Miyashita, Yasuto Hoshi, Yasuhiro Morioka, Osamu Torii, Tomoya Kodama, Jun Deguchi

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

Comments 12 pages, 6 figures

GPT-3 Models are Few-Shot Financial Reasoners

Raul Salles de Padua, Imran Qureshi, Mustafa U. Karakaplan

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

Comments 15 pages, 8 figures

Journal ref CS & IT Conference Proceedings (2023), volume 13, number 12, pages 183-197

Evaluating Embedding APIs for Information Retrieval

Ehsan Kamalloo, Xinyu Zhang, Odunayo Ogundepo, Nandan Thakur, David Alfonso-Hermelo, Mehdi Rezagholizadeh, Jimmy Lin

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

Comments ACL 2023 Industry Track

Improving Multitask Retrieval by Promoting Task Specialization

Wenzheng Zhang, Chenyan Xiong, Karl Stratos, Arnold Overwijk

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

Comments TACL 2023

Generate to Understand for Representation

Changshang Xue, Xiande Zhong, Xiaoqing Liu

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

MASTER: Multi-task Pre-trained Bottlenecked Masked Autoencoders are Better Dense Retrievers

Kun Zhou, Xiao Liu, Yeyun Gong, Wayne Xin Zhao, Daxin Jiang, Nan Duan, Ji-Rong Wen

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

Comments Accepted by ECML-PKDD 2023, 16 pages

Online Distillation for Pseudo-Relevance Feedback

Sean MacAvaney, Xi Wang

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

RECAP: Retrieval-Enhanced Context-Aware Prefix Encoder for Personalized Dialogue Response Generation

Shuai Liu, Hyundong J. Cho, Marjorie Freedman, Xuezhe Ma, Jonathan May

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

Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training

Ran Xu, Yue Yu, Joyce C. Ho, Carl Yang

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

Comments SIGIR 2023. The code and data will be published to https://github.com/ritaranx/wander

Journal ref The 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2023)

Leveraging Explicit Procedural Instructions for Data-Efficient Action Prediction

Julia White, Arushi Raghuvanshi, Yada Pruksachatkun

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

DataFinder: Scientific Dataset Recommendation from Natural Language Descriptions

Vijay Viswanathan, Luyu Gao, Tongshuang Wu, Pengfei Liu, Graham Neubig

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

Comments To appear at ACL 2023. Code published at https://github.com/viswavi/datafinder

Learning to Relate to Previous Turns in Conversational Search

Fengran Mo, Jian-Yun Nie, Kaiyu Huang, Kelong Mao, Yutao Zhu, Peng Li, Yang Liu

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

Comments Accepted by SIGKDD 2023 Research Track

Multi-hop Evidence Retrieval for Cross-document Relation Extraction

Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen

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

Comments ACL 2023 (Findings)

Query-Utterance Attention with Joint modeling for Query-Focused Meeting Summarization

Xingxian Liu, Bin Duan, Bo Xiao, Yajing Xu

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

Comments Accepted by ICASSP 2023

cTBLS: Augmenting Large Language Models with Conversational Tables

Anirudh S Sundar, Larry Heck

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

ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models

Binfeng Xu, Zhiyuan Peng, Bowen Lei, Subhabrata Mukherjee, Yuchen Liu, Dongkuan Xu

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

InPars-v2: Large Language Models as Efficient Dataset Generators for Information Retrieval

Vitor Jeronymo, Luiz Bonifacio, Hugo Abonizio, Marzieh Fadaee, Roberto Lotufo, Jakub Zavrel, Rodrigo Nogueira

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

MultiTool-CoT: GPT-3 Can Use Multiple External Tools with Chain of Thought Prompting

Tatsuro Inaba, Hirokazu Kiyomaru, Fei Cheng, Sadao Kurohashi

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

Comments ACL2023. Our code is available at https://github.com/InabaTatsuro/MultiTool-CoT

Gorilla: Large Language Model Connected with Massive APIs

Shishir G. Patil, Tianjun Zhang, Xin Wang, Joseph E. Gonzalez

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

Decomposing Complex Queries for Tip-of-the-tongue Retrieval

Kevin Lin, Kyle Lo, Joseph E. Gonzalez, Dan Klein

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

Dr.ICL: Demonstration-Retrieved In-context Learning

Man Luo, Xin Xu, Zhuyun Dai, Panupong Pasupat, Mehran Kazemi, Chitta Baral, Vaiva Imbrasaite, Vincent Y Zhao

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

Conversational Recommendation as Retrieval: A Simple, Strong Baseline

Raghav Gupta, Renat Aksitov, Samrat Phatale, Simral Chaudhary, Harrison Lee, Abhinav Rastogi

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

Comments To appear at the 5th NLP4ConvAI workshop

A Study on the Efficiency and Generalization of Light Hybrid Retrievers

Man Luo, Shashank Jain, Anchit Gupta, Arash Einolghozati, Barlas Oguz, Debojeet Chatterjee, Xilun Chen, Chitta Baral, Peyman Heidari

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

Comments accepted to ACL23