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The Curse of Dense Low-Dimensional Information Retrieval for Large Index
  Sizes
v1v2 (latest)

The Curse of Dense Low-Dimensional Information Retrieval for Large Index Sizes

Annual Meeting of the Association for Computational Linguistics (ACL), 2020
28 December 2020
Nils Reimers
Iryna Gurevych
ArXiv (abs)PDFHTML

Papers citing "The Curse of Dense Low-Dimensional Information Retrieval for Large Index Sizes"

35 / 35 papers shown
From Topology to Retrieval: Decoding Embedding Spaces with Unified Signatures
From Topology to Retrieval: Decoding Embedding Spaces with Unified Signatures
Florian Rottach
William Rudman
Bastian Rieck
Harrisen Scells
Carsten Eickhoff
187
0
0
27 Nov 2025
CoRECT: A Framework for Evaluating Embedding Compression Techniques at Scale
CoRECT: A Framework for Evaluating Embedding Compression Techniques at Scale
L. Caspari
M. Dinzinger
K. Ghosh Dastidar
C. Fellicious
J. Mitrović
M. Granitzer
229
0
0
22 Oct 2025
On the Theoretical Limitations of Embedding-Based Retrieval
On the Theoretical Limitations of Embedding-Based Retrieval
Orion Weller
Michael Boratko
Iftekhar Naim
Jinhyuk Lee
RALM
271
71
0
28 Aug 2025
On the Scaling of Robustness and Effectiveness in Dense Retrieval
On the Scaling of Robustness and Effectiveness in Dense RetrievalAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Yu-an Liu
Ruqing Zhang
Jiafeng Guo
Maarten de Rijke
Yixing Fan
Xueqi Cheng
204
2
0
30 May 2025
JIR-Arena: The First Benchmark Dataset for Just-in-time Information Recommendation
JIR-Arena: The First Benchmark Dataset for Just-in-time Information Recommendation
Ke Yang
Kevin Ros
Shankar Kumar Senthil Kumar
ChengXiang Zhai
271
0
0
19 May 2025
MST-R: Multi-Stage Tuning for Retrieval Systems and Metric Evaluation
MST-R: Multi-Stage Tuning for Retrieval Systems and Metric Evaluation
Yash Malviya
Karan Dhingra
Maneesh Singh
228
1
0
13 Dec 2024
Advancing Large Language Models for Spatiotemporal and Semantic
  Association Mining of Similar Environmental Events
Advancing Large Language Models for Spatiotemporal and Semantic Association Mining of Similar Environmental Events
Yuanyuan Tian
Wenwen Li
Lei Hu
Xinyu Chen
Michael Brook
Michael Brubaker
Fan Zhang
A. Liljedahl
KELM
362
5
0
19 Nov 2024
Tiny Transformers Excel at Sentence Compression
Tiny Transformers Excel at Sentence Compression
Peter Belcak
Roger Wattenhofer
204
2
0
30 Oct 2024
Semantic Component Analysis: Introducing Multi-Topic Distributions to Clustering-Based Topic Modeling
Semantic Component Analysis: Introducing Multi-Topic Distributions to Clustering-Based Topic Modeling
Florian Eichin
Carolin M. Schuster
Georg Groh
Michael A. Hedderich
342
0
0
28 Oct 2024
Disentangling Dense Embeddings with Sparse Autoencoders
Disentangling Dense Embeddings with Sparse Autoencoders
Charles OÑeill
Christine Ye
K. Iyer
John F. Wu
382
17
0
01 Aug 2024
Towards Unlocking Insights from Logbooks Using AI
Towards Unlocking Insights from Logbooks Using AI
Antonin Sulc
Alex Bien
Annika Eichler
Daniel Ratner
Florian Rehm
...
Raimund Kammering
Thorsten Hellert
T. Wilksen
Verena Kain
Wan-Lin Hu
245
5
0
25 May 2024
Scaling Laws For Dense Retrieval
Scaling Laws For Dense Retrieval
Yan Fang
Jingtao Zhan
Jiaxin Mao
Jiaxin Mao
Weihang Su
Jia Chen
Yiqun Liu
396
36
0
27 Mar 2024
Towards Trustworthy Reranking: A Simple yet Effective Abstention
  Mechanism
Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism
Hippolyte Gisserot-Boukhlef
Manuel Faysse
Emmanuel Malherbe
C´eline Hudelot
Pierre Colombo
541
5
0
20 Feb 2024
A case study of Generative AI in MSX Sales Copilot: Improving seller
  productivity with a real-time question-answering system for content
  recommendation
A case study of Generative AI in MSX Sales Copilot: Improving seller productivity with a real-time question-answering system for content recommendation
Manpreet Singh
Ravdeep Pasricha
Nitish Singh
R. Kondapalli
R. Manoj
Kiran Rama
Laurent Boué
RALM
129
3
0
04 Jan 2024
Learning Human-like Representations to Enable Learning Human Values
Learning Human-like Representations to Enable Learning Human Values
Andrea Wynn
Ilia Sucholutsky
Thomas Griffiths
349
9
0
21 Dec 2023
PEFA: Parameter-Free Adapters for Large-scale Embedding-based Retrieval
  Models
PEFA: Parameter-Free Adapters for Large-scale Embedding-based Retrieval ModelsWeb Search and Data Mining (WSDM), 2023
Wei-Cheng Chang
Jyun-Yu Jiang
Jiong Zhang
Mutasem Al-Darabsah
C. Teo
Cho-Jui Hsieh
Hsiang-Fu Yu
S. Vishwanathan
RALM
307
4
0
05 Dec 2023
GripRank: Bridging the Gap between Retrieval and Generation via the
  Generative Knowledge Improved Passage Ranking
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage RankingInternational Conference on Information and Knowledge Management (CIKM), 2023
Jiaqi Bai
Hongcheng Guo
Jiaheng Liu
Jian Yang
Xinnian Liang
Zhao Yan
Zhoujun Li
RALM
266
16
0
29 May 2023
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from
  Short to Long Contexts and for Implication-Based Retrieval
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
William F. Bruno
Dan Roth
ELMAILaw
187
7
0
06 Dec 2022
Bridging the Training-Inference Gap for Dense Phrase Retrieval
Bridging the Training-Inference Gap for Dense Phrase RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Gyuwan Kim
Jinhyuk Lee
Barlas Oğuz
Wenhan Xiong
Yizhe Zhang
Yashar Mehdad
William Yang Wang
200
2
0
25 Oct 2022
Context Generation Improves Open Domain Question Answering
Context Generation Improves Open Domain Question AnsweringFindings (Findings), 2022
Jane Polak Scowcroft
M. Patwary
Shrimai Prabhumoye
Peng Xu
R. Prenger
Mohammad Shoeybi
Pascale Fung
Anima Anandkumar
Bryan Catanzaro
LLMAGLRM
237
13
0
12 Oct 2022
Large-scale Evaluation of Transformer-based Article Encoders on the Task
  of Citation Recommendation
Large-scale Evaluation of Transformer-based Article Encoders on the Task of Citation Recommendation
Zoran Medic
Jan Snajder
194
6
0
12 Sep 2022
End-to-End Multimodal Fact-Checking and Explanation Generation: A
  Challenging Dataset and Models
End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and ModelsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2022
Barry Menglong Yao
Aditya Shah
Lichao Sun
Jin-Hee Cho
Lifu Huang
MLLMLRM
389
132
0
25 May 2022
Modeling Exemplification in Long-form Question Answering via Retrieval
Modeling Exemplification in Long-form Question Answering via RetrievalNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022
Shufan Wang
Fangyuan Xu
Laure Thompson
Eunsol Choi
Mohit Iyyer
153
11
0
19 May 2022
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self
  On-the-fly Distillation for Dense Passage Retrieval
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval
Yuxiang Lu
Yiding Liu
Jiaxiang Liu
Yunsheng Shi
Zhengjie Huang
...
Hao Tian
Hua Wu
Shuaiqiang Wang
D. Yin
Haifeng Wang
335
65
0
18 May 2022
A Thorough Examination on Zero-shot Dense Retrieval
A Thorough Examination on Zero-shot Dense RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Ruiyang Ren
Yingqi Qu
Qingbin Liu
Wayne Xin Zhao
Qifei Wu
Yuchen Ding
Hua Wu
Haifeng Wang
Ji-Rong Wen
384
47
0
27 Apr 2022
Unsupervised Ranking and Aggregation of Label Descriptions for Zero-Shot
  Classifiers
Unsupervised Ranking and Aggregation of Label Descriptions for Zero-Shot ClassifiersInternational Conference on Applications of Natural Language to Data Bases (NLDB), 2022
Angelo Basile
Marc Franco-Salvador
Paolo Rosso
VLM
260
2
0
20 Apr 2022
Multi-Stage Prompting for Knowledgeable Dialogue Generation
Multi-Stage Prompting for Knowledgeable Dialogue GenerationFindings (Findings), 2022
Zihan Liu
M. Patwary
R. Prenger
Shrimai Prabhumoye
Ming-Yu Liu
Mohammad Shoeybi
Bryan Catanzaro
242
56
0
16 Mar 2022
InPars: Data Augmentation for Information Retrieval using Large Language
  Models
InPars: Data Augmentation for Information Retrieval using Large Language Models
L. Bonifacio
Hugo Queiroz Abonizio
Marzieh Fadaee
Rodrigo Nogueira
VLMRALM
514
75
0
10 Feb 2022
Artefact Retrieval: Overview of NLP Models with Knowledge Base Access
Artefact Retrieval: Overview of NLP Models with Knowledge Base Access
Vilém Zouhar
Marius Mosbach
Debanjali Biswas
Dietrich Klakow
KELM
286
6
0
24 Jan 2022
DS-TOD: Efficient Domain Specialization for Task Oriented Dialog
DS-TOD: Efficient Domain Specialization for Task Oriented Dialog
Chia-Chien Hung
Anne Lauscher
Simone Paolo Ponzetto
Goran Glavaš
303
30
0
15 Oct 2021
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a
  Sparse One?
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?
Xilun Chen
Kushal Lakhotia
Barlas Oğuz
Anchit Gupta
Patrick Lewis
Stanislav Peshterliev
Yashar Mehdad
Sonal Gupta
Anuj Kumar
397
82
0
13 Oct 2021
mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset
mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset
L. Bonifacio
Vitor Jeronymo
Hugo Queiroz Abonizio
Israel Campiotti
Marzieh Fadaee
R. Lotufo
Rodrigo Nogueira
687
143
0
31 Aug 2021
DocSCAN: Unsupervised Text Classification via Learning from Neighbors
DocSCAN: Unsupervised Text Classification via Learning from NeighborsConference on Natural Language Processing (NLP), 2021
Dominik Stammbach
Elliott Ash
306
12
0
09 May 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information
  Retrieval Models
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models
Nandan Thakur
Nils Reimers
Andreas Rucklé
Abhishek Srivastava
Iryna Gurevych
VLM
1.6K
1,576
0
17 Apr 2021
Ultra-High Dimensional Sparse Representations with Binarization for
  Efficient Text Retrieval
Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Kyoung-Rok Jang
Junmo Kang
Giwon Hong
Sung-Hyon Myaeng
Joohee Park
Taewon Yoon
Heecheol Seo
273
22
0
15 Apr 2021
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