RAG / 检索增强生成

Challenging Decoder helps in Masked Auto-Encoder Pre-training for Dense Passage Retrieval

Zehan Li, Yanzhao Zhang, Dingkun Long, Pengjun Xie

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

Comments Work in progress

Query Performance Prediction: From Ad-hoc to Conversational Search

Chuan Meng, Negar Arabzadeh, Mohammad Aliannejadi, Maarten de Rijke

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

Comments Accepted for publication at SIGIR 2023

Read it Twice: Towards Faithfully Interpretable Fact Verification by Revisiting Evidence

Xuming Hu, Zhaochen Hong, Zhijiang Guo, Lijie Wen, Philip S. Yu

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

Comments SIGIR 2023

Multivariate Representation Learning for Information Retrieval

Hamed Zamani, Michael Bendersky

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

Comments Accepted for publication at SIGIR 2023

WebBrain: Learning to Generate Factually Correct Articles for Queries by Grounding on Large Web Corpus

Hongjing Qian, Yutao Zhu, Zhicheng Dou, Haoqi Gu, Xinyu Zhang, Zheng Liu, Ruofei Lai, Zhao Cao, Jian-Yun Nie, Ji-Rong Wen

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

Comments Codes in https://github.com/qhjqhj00/WebBrain

Parameter-Efficient Sparse Retrievers and Rerankers using Adapters

Vaishali Pal, Carlos Lassance, Hervé Déjean, Stéphane Clinchant

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

Comments accepted at ECIR'23

Improving Content Retrievability in Search with Controllable Query Generation

Gustavo Penha, Enrico Palumbo, Maryam Aziz, Alice Wang, Hugues Bouchard

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

Comments Accepted for publication in the International World Wide Web Conference 2023

Improving Out-of-Distribution Generalization of Neural Rerankers with Contextualized Late Interaction

Xinyu Zhang, Minghan Li, Jimmy Lin

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

IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale

Felix Hamann, Adrian Ulges, Maurice Falk

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

In Defense of Cross-Encoders for Zero-Shot Retrieval

Guilherme Rosa, Luiz Bonifacio, Vitor Jeronymo, Hugo Abonizio, Marzieh Fadaee, Roberto Lotufo, Rodrigo Nogueira

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

Comments arXiv admin note: substantial text overlap with arXiv:2206.02873

ConTextual Masked Auto-Encoder for Dense Passage Retrieval

Xing Wu, Guangyuan Ma, Meng Lin, Zijia Lin, Zhongyuan Wang, Songlin Hu

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

Comments This paper has been accepted by AAAI2023

Multi-Vector Retrieval as Sparse Alignment

Yujie Qian, Jinhyuk Lee, Sai Meher Karthik Duddu, Zhuyun Dai, Siddhartha Brahma, Iftekhar Naim, Tao Lei, Vincent Y. Zhao

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

SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval

Kun Zhou, Yeyun Gong, Xiao Liu, Wayne Xin Zhao, Yelong Shen, Anlei Dong, Jingwen Lu, Rangan Majumder, Ji-Rong Wen, Nan Duan, Weizhu Chen

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

Comments 12 pages, accepted by EMNLP 2022

Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking

Tim Baumgärtner, Leonardo F. R. Ribeiro, Nils Reimers, Iryna Gurevych

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

Comments Accepted at EMNLP 2022

Unsupervised Cross-Task Generalization via Retrieval Augmentation

Bill Yuchen Lin, Kangmin Tan, Chris Miller, Beiwen Tian, Xiang Ren

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

Comments Accepted to NeurIPS 2022. Website: https://inklab.usc.edu/ReCross/

FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation

Sebastian Hofstätter, Jiecao Chen, Karthik Raman, Hamed Zamani

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

Factual and Informative Review Generation for Explainable Recommendation

Zhouhang Xie, Sameer Singh, Julian McAuley, Bodhisattwa Prasad Majumder

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

Comments Typo in footnote 2023->2022; updated bolding/underline in table 1

Case-Based Abductive Natural Language Inference

Marco Valentino, Mokanarangan Thayaparan, André Freitas

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

Comments Accepted to the 29th International Conference on Computational Linguistics (COLING 2022) - Camera-ready

DPTDR: Deep Prompt Tuning for Dense Passage Retrieval

Zhengyang Tang, Benyou Wang, Ting Yao

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

Comments Accepted in COLING 2022

Retrieval-Augmented Transformer for Image Captioning

Sara Sarto, Marcella Cornia, Lorenzo Baraldi, Rita Cucchiara

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

Comments CBMI 2022

mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset

Luiz Bonifacio, Vitor Jeronymo, Hugo Queiroz Abonizio, Israel Campiotti, Marzieh Fadaee, Roberto Lotufo, Rodrigo Nogueira

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

Evaluating Dense Passage Retrieval using Transformers

Nima Sadri

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

TagRec++: Hierarchical Label Aware Attention Network for Question Categorization

Venktesh Viswanathan, Mukesh Mohania, Vikram Goyal

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

Comments 12 pages, double column, Under review at IEEE Transactions on Knwoledge and Data Engineering. arXiv admin note: text overlap with arXiv:2107.10649

ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction

Keshav Santhanam, Omar Khattab, Jon Saad-Falcon, Christopher Potts, Matei Zaharia

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

Comments NAACL 2022. Omar and Keshav contributed equally to this work

Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval

Omar Khattab, Christopher Potts, Matei Zaharia

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

Comments NeurIPS 2021 (Spotlight)

Towards Robust Ranker for Text Retrieval

Yucheng Zhou, Tao Shen, Xiubo Geng, Chongyang Tao, Can Xu, Guodong Long, Binxing Jiao, Daxin Jiang

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

Comments 11 pages of main content, 4 tables, 3 figures

Fast and Light-Weight Answer Text Retrieval in Dialogue Systems

Hui Wan, Siva Sankalp Patel, J. William Murdock, Saloni Potdar, Sachindra Joshi

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

Comments Accepted in NAACL-HLT 2022 Industry Track

ScAN: Suicide Attempt and Ideation Events Dataset

Bhanu Pratap Singh Rawat, Samuel Kovaly, Wilfred R. Pigeon, Hong Yu

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

Comments Paper accepted at NAACL 2022

Learning to Retrieve Passages without Supervision

Ori Ram, Gal Shachaf, Omer Levy, Jonathan Berant, Amir Globerson

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

Comments NAACL 2022

From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective

Thibault Formal, Carlos Lassance, Benjamin Piwowarski, Stéphane Clinchant

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

Comments Accepted at SIGIR22 as a short paper (this work is the extension of SPLADE v2)