RAG / 检索增强生成 - arXivDaily 专题

2210.10350 2022-10-20 cs.CL 57%

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

2205.12035 2022-10-18 cs.CL 57%

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

2210.07564 2022-10-17 cs.CL 57%

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

2210.07093 2022-10-14 cs.CL 57%

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

2204.08241 2022-10-13 cs.IR 57%

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

2208.12995 2022-09-29 cs.CL 57%

Domain-Specific NER via Retrieving Correlated Samples

Xin Zhang, Yong Jiang, Xiaobin Wang, Xuming Hu, Yueheng Sun, Pengjun Xie, Meishan Zhang

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

Comments Accepted by COLING 2022, added dev results of the address data

2209.05072 2022-09-13 cs.IR 57%

Hard Negatives or False Negatives: Correcting Pooling Bias in Training Neural Ranking Models

Yinqiong Cai, Jiafeng Guo, Yixing Fan, Qingyao Ai, Ruqing Zhang, Xueqi Cheng

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

2209.02071 2022-09-07 cs.CL 57%

CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual Retrieval

Kung-Hsiang Huang, ChengXiang Zhai, Heng Ji

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

Comments Accepted by COLING 2022

2208.08942 2022-08-19 cs.IR 57%

Adaptive Re-Ranking with a Corpus Graph

Sean MacAvaney, Nicola Tonellotto, Craig Macdonald

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

Comments CIKM 2022

2201.01614 2022-08-16 cs.IR 57%

PARM: A Paragraph Aggregation Retrieval Model for Dense Document-to-Document Retrieval

Sophia Althammer, Sebastian Hofstätter, Mete Sertkan, Suzan Verberne, Allan Hanbury

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

Comments Accepted at ECIR 2022

2112.00653 2022-08-16 cs.CL cs.LG 57%

Variational Learning for Unsupervised Knowledge Grounded Dialogs

Mayank Mishra, Dhiraj Madan, Gaurav Pandey, Danish Contractor

专题命中检索器与排序：RAG(abstract)；分类 cs.CL

2208.00231 2022-08-02 cs.CL 57%

Masked Autoencoders As The Unified Learners For Pre-Trained Sentence Representation

Alexander Liu, Samuel Yang

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

2206.05696 2022-06-14 cs.CL 57%

Grounding in social media: An approach to building a chit-chat dialogue model

Ritvik Choudhary, Daisuke Kawahara

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

Comments Accepted to NAACL 2022 SRW

2206.03474 2022-06-08 cs.IR 57%

A COVID-19 Search Engine (CO-SE) with Transformer-based Architecture

Shaina Raza

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

Comments Accepted in HealthCare Analytics

2112.08633 2022-05-10 cs.CL cs.LG 57%

Learning To Retrieve Prompts for In-Context Learning

Ohad Rubin, Jonathan Herzig, Jonathan Berant

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

Comments NAACL-HLT 2022

2205.01941 2022-05-05 cs.CL 57%

Lexical Knowledge Internalization for Neural Dialog Generation

Zhiyong Wu, Wei Bi, Xiang Li, Lingpeng Kong, Ben Kao

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

Comments To appear at ACL 2022 main conference

2205.00235 2022-05-03 cs.IR 57%

To Interpolate or not to Interpolate: PRF, Dense and Sparse Retrievers

Hang Li, Shuai Wang, Shengyao Zhuang, Ahmed Mourad, Xueguang Ma, Jimmy Lin, Guido Zuccon

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

Comments Short research paper, accepted at SIGIR2022

2204.10613 2022-04-25 cs.IR 57%

Zero-shot Query Contextualization for Conversational Search

Antonios Minas Krasakis, Andrew Yates, Evangelos Kanoulas

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

Comments Accepted @ SIGIR 2022

2204.08887 2022-04-20 cs.CL 57%

Cross-Lingual Phrase Retrieval

Heqi Zheng, Xiao Zhang, Zewen Chi, Heyan Huang, Tan Yan, Tian Lan, Wei Wei, Xian-Ling Mao

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

2203.10053 2022-03-21 cs.CL 57%

RELIC: Retrieving Evidence for Literary Claims

Katherine Thai, Yapei Chang, Kalpesh Krishna, Mohit Iyyer

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

Comments ACL 2022 camera ready (19 pages)

2108.11792 2022-03-16 cs.CL 57%

A Statutory Article Retrieval Dataset in French

Antoine Louis, Gerasimos Spanakis

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

Comments ACL 2022. Code and dataset are available at https://github.com/maastrichtlawtech/bsard

2203.06408 2022-03-15 cs.IT cs.AI math.IT 57%

Information retrieval for label noise document ranking by bag sampling and group-wise loss

Chunyu Li, Jiajia Ding, Xing hu, Fan Wang

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

2202.01110 2022-02-15 cs.CL 57%

A Survey on Retrieval-Augmented Text Generation

Huayang Li, Yixuan Su, Deng Cai, Yan Wang, Lemao Liu

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

Comments all authors contributed equally

2202.05144 2022-02-11 cs.CL 57%

InPars: Data Augmentation for Information Retrieval using Large Language Models

Luiz Bonifacio, Hugo Abonizio, Marzieh Fadaee, Rodrigo Nogueira

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

2112.04426 2022-02-09 cs.CL cs.LG 57%

Improving language models by retrieving from trillions of tokens

Sebastian Borgeaud, Arthur Mensch, Jordan Hoffmann, Trevor Cai, Eliza Rutherford, Katie Millican, George van den Driessche, Jean-Baptiste Lespiau, Bogdan Damoc, Aidan Clark, Diego de Las Casas, Aurelia Guy, Jacob Menick, Roman Ring, Tom Hennigan, Saffron Huang, Loren Maggiore, Chris Jones, Albin Cassirer, Andy Brock, Michela Paganini, Geoffrey Irving, Oriol Vinyals, Simon Osindero, Karen Simonyan, Jack W. Rae, Erich Elsen, Laurent Sifre

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

Comments Fix incorrect reported numbers in Table 14

2103.12248 2021-12-15 cs.CV cs.CL 57%

Multi-Modal Answer Validation for Knowledge-Based VQA

Jialin Wu, Jiasen Lu, Ashish Sabharwal, Roozbeh Mottaghi

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

Comments AAAI 2022

2109.07943 2021-12-14 cs.CL 57%

RetrievalSum: A Retrieval Enhanced Framework for Abstractive Summarization

Chenxin An, Ming Zhong, Zhichao Geng, Jianqiang Yang, Xipeng Qiu

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

2112.04666 2021-12-10 cs.IR 57%

Densifying Sparse Representations for Passage Retrieval by Representational Slicing

Sheng-Chieh Lin, Jimmy Lin

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

2109.07263 2021-12-08 cs.CL cs.LG 57%

End-to-End Learning of Flowchart Grounded Task-Oriented Dialogs

Dinesh Raghu, Shantanu Agarwal, Sachindra Joshi, Mausam

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

Comments This is a Post-EMNLP Version that contains results on the new hidden test set. D.Raghu and S.Agarwal contributed equally to this work

2108.00719 2021-10-15 cs.CL 57%

ConveRT for FAQ Answering

Maxime De Bruyn, Ehsan Lotfi, Jeska Buhmann, Walter Daelemans

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

Comments Accepted at bnaicbenelearn2021

1. 检索器与排序 4563 篇

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

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

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

Query Expansion Using Contextual Clue Sampling with Language Models

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

Domain-Specific NER via Retrieving Correlated Samples

Hard Negatives or False Negatives: Correcting Pooling Bias in Training Neural Ranking Models

CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual Retrieval

Adaptive Re-Ranking with a Corpus Graph

PARM: A Paragraph Aggregation Retrieval Model for Dense Document-to-Document Retrieval

Variational Learning for Unsupervised Knowledge Grounded Dialogs

Masked Autoencoders As The Unified Learners For Pre-Trained Sentence Representation

Grounding in social media: An approach to building a chit-chat dialogue model

A COVID-19 Search Engine (CO-SE) with Transformer-based Architecture

Learning To Retrieve Prompts for In-Context Learning

Lexical Knowledge Internalization for Neural Dialog Generation

To Interpolate or not to Interpolate: PRF, Dense and Sparse Retrievers

Zero-shot Query Contextualization for Conversational Search

Cross-Lingual Phrase Retrieval

RELIC: Retrieving Evidence for Literary Claims

A Statutory Article Retrieval Dataset in French

Information retrieval for label noise document ranking by bag sampling and group-wise loss

A Survey on Retrieval-Augmented Text Generation

InPars: Data Augmentation for Information Retrieval using Large Language Models

Improving language models by retrieving from trillions of tokens

Multi-Modal Answer Validation for Knowledge-Based VQA

RetrievalSum: A Retrieval Enhanced Framework for Abstractive Summarization

Densifying Sparse Representations for Passage Retrieval by Representational Slicing

End-to-End Learning of Flowchart Grounded Task-Oriented Dialogs

ConveRT for FAQ Answering