RAG / 检索增强生成

Augmenting Language Models with Long-Term Memory

Weizhi Wang, Li Dong, Hao Cheng, Xiaodong Liu, Xifeng Yan, Jianfeng Gao, Furu Wei

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

HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge Tracing

Fucai Ke, Weiqing Wang, Weicong Tan, Lan Du, Yuan Jin, Yujin Huang, Hongzhi Yin

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

Retrieval-Augmented Multimodal Language Modeling

Michihiro Yasunaga, Armen Aghajanyan, Weijia Shi, Rich James, Jure Leskovec, Percy Liang, Mike Lewis, Luke Zettlemoyer, Wen-tau Yih

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

Comments Published at ICML 2023. Blog post available at https://cs.stanford.edu/~myasu/blog/racm3/

Prompt-Guided Retrieval Augmentation for Non-Knowledge-Intensive Tasks

Zhicheng Guo, Sijie Cheng, Yile Wang, Peng Li, Yang Liu

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

Aggretriever: A Simple Approach to Aggregate Textual Representations for Robust Dense Passage Retrieval

Sheng-Chieh Lin, Minghan Li, Jimmy Lin

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

Comments Published in Transactions of the Association for Computational Linguistics

REPLUG: Retrieval-Augmented Black-Box Language Models

Weijia Shi, Sewon Min, Michihiro Yasunaga, Minjoon Seo, Rich James, Mike Lewis, Luke Zettlemoyer, Wen-tau Yih

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

Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks

Zhenhailong Wang, Xiaoman Pan, Dian Yu, Dong Yu, Jianshu Chen, Heng Ji

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

Comments Accepted as a conference paper at Findings of ACL 2023

Knowledge-Retrieval Task-Oriented Dialog Systems with Semi-Supervision

Yucheng Cai, Hong Liu, Zhijian Ou, Yi Huang, Junlan Feng

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

Comments 5 pages, accepted by INTERSPEECH2023

Non-Parametric Temporal Adaptation for Social Media Topic Classification

Fatemehsadat Mireshghallah, Nikolai Vogler, Junxian He, Omar Florez, Ahmed El-Kishky, Taylor Berg-Kirkpatrick

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

Communication breakdown: On the low mutual intelligibility between human and neural captioning

Roberto Dessì, Eleonora Gualdoni, Francesca Franzon, Gemma Boleda, Marco Baroni

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

Comments Accepted as a short paper at EMNLP 2022

Improving Conversational Passage Re-ranking with View Ensemble

Jia-Huei Ju, Sheng-Chieh Lin, Ming-Feng Tsai, Chuan-Ju Wang

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

Comments SIGIR 2023

RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-ranking

Ruiyang Ren, Yingqi Qu, Jing Liu, Wayne Xin Zhao, Qiaoqiao She, Hua Wu, Haifeng Wang, Ji-Rong Wen

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

Comments EMNLP 2021

BRENT: Bidirectional Retrieval Enhanced Norwegian Transformer

Lucas Georges Gabriel Charpentier, Sondre Wold, David Samuel, Egil Rønningstad

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

Comments Accepted for NoDaLiDa 2023, main conference

REVEAL: Retrieval-Augmented Visual-Language Pre-Training with Multi-Source Multimodal Knowledge Memory

Ziniu Hu, Ahmet Iscen, Chen Sun, Zirui Wang, Kai-Wei Chang, Yizhou Sun, Cordelia Schmid, David A. Ross, Alireza Fathi

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

Comments Published on CVPR 2023

Suffix Retrieval-Augmented Language Modeling

Zecheng Wang, Yik-Cheung Tam

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

Comments 5 pages, 1 figure. Submitted to ICASSP 2023

A Dense Representation Framework for Lexical and Semantic Matching

Sheng-Chieh Lin, Jimmy Lin

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

Comments Published in ACM Transactions on Information Systems

Coarse-to-Fine Knowledge Selection for Document Grounded Dialogs

Yeqin Zhang, Haomin Fu, Cheng Fu, Haiyang Yu, Yongbin Li, Cam-Tu Nguyen

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

Comments 6 pages, 1 figure. Accepted by ICASSP 2023

RedHOT: A Corpus of Annotated Medical Questions, Experiences, and Claims on Social Media

Somin Wadhwa, Vivek Khetan, Silvio Amir, Byron Wallace

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

Comments Accepted to EACL 2023

LexLIP: Lexicon-Bottlenecked Language-Image Pre-Training for Large-Scale Image-Text Retrieval

Ziyang luo, Pu Zhao, Can Xu, Xiubo Geng, Tao Shen, Chongyang Tao, Jing Ma, Qingwen lin, Daxin Jiang

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

Improving Noise Robustness for Spoken Content Retrieval using Semi-supervised ASR and N-best Transcripts for BERT-based Ranking Models

Yasufumi Moriya, Gareth. J. F. Jones

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

Comments accepted by SLT 2022

Do the Findings of Document and Passage Retrieval Generalize to the Retrieval of Responses for Dialogues?

Gustavo Penha, Claudia Hauff

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

Comments Accepted for publication in the European Conference on Information Retrieval (ECIR'23). arXiv admin note: substantial text overlap with arXiv:2204.10558

Natural Logic-guided Autoregressive Multi-hop Document Retrieval for Fact Verification

Rami Aly, Andreas Vlachos

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

Comments EMNLP2022

Dense Text Retrieval based on Pretrained Language Models: A Survey

Wayne Xin Zhao, Jing Liu, Ruiyang Ren, Ji-Rong Wen

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

When Language Model Meets Private Library

Daoguang Zan, Bei Chen, Zeqi Lin, Bei Guan, Yongji Wang, Jian-Guang Lou

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

Comments EMNLP 2022 Findings

CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning

Zeqiu Wu, Yi Luan, Hannah Rashkin, David Reitter, Hannaneh Hajishirzi, Mari Ostendorf, Gaurav Singh Tomar

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

Comments EMNLP 2022 camera-ready

MuGER$^2$: Multi-Granularity Evidence Retrieval and Reasoning for Hybrid Question Answering

Yingyao Wang, Junwei Bao, Chaoqun Duan, Youzheng Wu, Xiaodong He, Tiejun Zhao

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

Comments Accepted to EMNLP(Findings) 2022

RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder

Shitao Xiao, Zheng Liu, Yingxia Shao, Zhao Cao

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

Comments Accepted to EMNLP 2022

Q-TOD: A Query-driven Task-oriented Dialogue System

Xin Tian, Yingzhan Lin, Mengfei Song, Siqi Bao, Fan Wang, Huang He, Shuqi Sun, Hua Wu

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

Comments Accepted to EMNLP 2022

Query Expansion Using Contextual Clue Sampling with Language Models

Linqing Liu, Minghan Li, Jimmy Lin, Sebastian Riedel, Pontus Stenetorp

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

GNN-encoder: Learning a Dual-encoder Architecture via Graph Neural Networks for Dense Passage Retrieval

Jiduan Liu, Jiahao Liu, Yang Yang, Jingang Wang, Wei Wu, Dongyan Zhao, Rui Yan

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

Comments Findings of EMNLP2022