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BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information
  Retrieval Models

BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models

17 April 2021
Nandan Thakur
Nils Reimers
Andreas Rucklé
Abhishek Srivastava
Iryna Gurevych
    VLM
ArXivPDFHTML

Papers citing "BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models"

50 / 570 papers shown
Title
LDIR: Low-Dimensional Dense and Interpretable Text Embeddings with Relative Representations
LDIR: Low-Dimensional Dense and Interpretable Text Embeddings with Relative Representations
Yile Wang
Zhanyu Shen
Hui Huang
26
0
0
15 May 2025
POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models
POISONCRAFT: Practical Poisoning of Retrieval-Augmented Generation for Large Language Models
Yangguang Shao
Xinjie Lin
Haozheng Luo
Chengshang Hou
G. Xiong
Jiahao Yu
Junzheng Shi
SILM
52
0
0
10 May 2025
QBR: A Question-Bank-Based Approach to Fine-Grained Legal Knowledge Retrieval for the General Public
QBR: A Question-Bank-Based Approach to Fine-Grained Legal Knowledge Retrieval for the General Public
Mingruo Yuan
Ben Kao
Tien-Hsuan Wu
AILaw
76
0
0
08 May 2025
QBD-RankedDataGen: Generating Custom Ranked Datasets for Improving Query-By-Document Search Using LLM-Reranking with Reduced Human Effort
QBD-RankedDataGen: Generating Custom Ranked Datasets for Improving Query-By-Document Search Using LLM-Reranking with Reduced Human Effort
Sriram Gopalakrishnan
Sunandita Patra
29
0
0
07 May 2025
A Reasoning-Focused Legal Retrieval Benchmark
A Reasoning-Focused Legal Retrieval Benchmark
Lucia Zheng
Neel Guha
Javokhir Arifov
Sarah Zhang
Michal Skreta
Christopher D. Manning
Peter Henderson
Daniel E. Ho
AILaw
RALM
ELM
94
3
0
06 May 2025
Rational Retrieval Acts: Leveraging Pragmatic Reasoning to Improve Sparse Retrieval
Rational Retrieval Acts: Leveraging Pragmatic Reasoning to Improve Sparse Retrieval
Arthur Satouf
Gabriel Ben Zenou
Benjamin Piwowarski
Habiboulaye Amadou Boubacar
Pablo Piantanida
27
0
0
06 May 2025
Tevatron 2.0: Unified Document Retrieval Toolkit across Scale, Language, and Modality
Tevatron 2.0: Unified Document Retrieval Toolkit across Scale, Language, and Modality
Xueguang Ma
Luyu Gao
Shengyao Zhuang
Jiaqi Samantha Zhan
Jamie Callan
Jimmy Lin
142
0
0
05 May 2025
Investigating Task Arithmetic for Zero-Shot Information Retrieval
Investigating Task Arithmetic for Zero-Shot Information Retrieval
Marco Braga
Pranav Kasela
Alessandro Raganato
G. Pasi
RALM
66
0
0
01 May 2025
TartuNLP at SemEval-2025 Task 5: Subject Tagging as Two-Stage Information Retrieval
TartuNLP at SemEval-2025 Task 5: Subject Tagging as Two-Stage Information Retrieval
Aleksei Dorkin
Kairit Sirts
53
1
0
30 Apr 2025
TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate
TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate
A. Zandieh
Majid Daliri
Majid Hadian
Vahab Mirrokni
MQ
74
0
0
28 Apr 2025
Efficient Domain-adaptive Continual Pretraining for the Process Industry in the German Language
Efficient Domain-adaptive Continual Pretraining for the Process Industry in the German Language
Anastasia Zhukova
Christian E. Matt
Terry Ruas
Bela Gipp
CLL
VLM
98
0
0
28 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks
Yixin Cao
Shibo Hong
Xuzhao Li
Jiahao Ying
Yubo Ma
...
Juanzi Li
Aixin Sun
Xuanjing Huang
Tat-Seng Chua
Tianwei Zhang
ALM
ELM
86
2
0
26 Apr 2025
Generative Product Recommendations for Implicit Superlative Queries
Generative Product Recommendations for Implicit Superlative Queries
Kaustubh D. Dhole
Nikhita Vedula
Saar Kuzi
Giuseppe Castellucci
Eugene Agichtein
S. Malmasi
52
0
0
26 Apr 2025
Unsupervised Corpus Poisoning Attacks in Continuous Space for Dense Retrieval
Unsupervised Corpus Poisoning Attacks in Continuous Space for Dense Retrieval
Yongkang Li
Panagiotis Eustratiadis
Simon Lupart
Evangelos Kanoulas
AAML
48
0
0
24 Apr 2025
CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents
CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents
Francisco Valentini
Diego Kozlowski
Vincent Larivière
25
0
0
22 Apr 2025
ColBERT-serve: Efficient Multi-Stage Memory-Mapped Scoring
ColBERT-serve: Efficient Multi-Stage Memory-Mapped Scoring
Kaili Huang
Thejas Venkatesh
Uma Dingankar
Antonio Mallia
Daniel Campos
...
Matei A. Zaharia
Kwabena Boahen
Omar Khattab
Saarthak Sarup
Keshav Santhanam
37
0
0
21 Apr 2025
Exploring $\ell_0$ Sparsification for Inference-free Sparse Retrievers
Exploring ℓ0\ell_0ℓ0​ Sparsification for Inference-free Sparse Retrievers
Xinjie Shen
Zhichao Geng
Yang Yang
19
0
0
21 Apr 2025
Don't Retrieve, Generate: Prompting LLMs for Synthetic Training Data in Dense Retrieval
Don't Retrieve, Generate: Prompting LLMs for Synthetic Training Data in Dense Retrieval
Aarush Sinha
RALM
73
0
0
20 Apr 2025
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion
Yejun Yoon
Jaeyoon Jung
Seunghyun Yoon
Kunwoo Park
27
0
0
19 Apr 2025
Towards Lossless Token Pruning in Late-Interaction Retrieval Models
Towards Lossless Token Pruning in Late-Interaction Retrieval Models
Yuxuan Zong
Benjamin Piwowarski
39
0
0
17 Apr 2025
Building Russian Benchmark for Evaluation of Information Retrieval Models
Building Russian Benchmark for Evaluation of Information Retrieval Models
Grigory Kovalev
M. Tikhomirov
Evgeny Kozhevnikov
Max Kornilov
Natalia Loukachevitch
29
0
0
17 Apr 2025
FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents
FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents
Nandan Thakur
Jimmy J. Lin
Sam Havens
Michael Carbin
Omar Khattab
Andrew Drozdov
44
2
0
17 Apr 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models
CSPLADE: Learned Sparse Retrieval with Causal Language Models
Zhichao Xu
Aosong Feng
Yijun Tian
Haibo Ding
Lin Leee Cheong
RALM
40
0
0
15 Apr 2025
MIEB: Massive Image Embedding Benchmark
MIEB: Massive Image Embedding Benchmark
Chenghao Xiao
Isaac Chung
Imene Kerboua
Jamie Stirling
Xin Zhang
Márton Kardos
Roman Solomatin
Noura Al Moubayed
K. Enevoldsen
Niklas Muennighoff
VLM
37
0
0
14 Apr 2025
Enhancing Document Retrieval for Curating N-ary Relations in Knowledge Bases
Enhancing Document Retrieval for Curating N-ary Relations in Knowledge Bases
Xing David Wang
Ulf Leser
26
0
0
14 Apr 2025
Constrained Auto-Regressive Decoding Constrains Generative Retrieval
Constrained Auto-Regressive Decoding Constrains Generative Retrieval
Shiguang Wu
Z. Z. Ren
Xin Xin
Jiyuan Yang
M. Zhang
Z. Chen
Maarten de Rijke
Pengjie Ren
RALM
36
0
0
14 Apr 2025
MURR: Model Updating with Regularized Replay for Searching a Document Stream
MURR: Model Updating with Regularized Replay for Searching a Document Stream
Eugene Yang
Nicola Tonellotto
Dawn J Lawrie
Sean MacAvaney
James Mayfield
Douglas W. Oard
Scott Miller
KELM
33
0
0
14 Apr 2025
SynthTRIPs: A Knowledge-Grounded Framework for Benchmark Query Generation for Personalized Tourism Recommenders
SynthTRIPs: A Knowledge-Grounded Framework for Benchmark Query Generation for Personalized Tourism Recommenders
Ashmi Banerjee
Adithi Satish
Fitri Nur Aisyah
Wolfgang Wörndl
Yashar Deldjoo
AI4TS
33
0
0
12 Apr 2025
Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models
Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models
Haotian Ye
Himanshu Jain
Chong You
A. Suresh
Haowei Lin
James Zou
Felix X. Yu
33
0
0
12 Apr 2025
HeteRAG: A Heterogeneous Retrieval-augmented Generation Framework with Decoupled Knowledge Representations
HeteRAG: A Heterogeneous Retrieval-augmented Generation Framework with Decoupled Knowledge Representations
Peiru Yang
Xintian Li
Zhiyang Hu
Jiapeng Wang
Jinhua Yin
...
Lizhi He
Shuai Yang
Shangguang Wang
Yongfeng Huang
Tao Qi
23
0
0
12 Apr 2025
Cat, Rat, Meow: On the Alignment of Language Model and Human Term-Similarity Judgments
Cat, Rat, Meow: On the Alignment of Language Model and Human Term-Similarity Judgments
Lorenz Linhardt
Tom Neuhäuser
Lenka Tětková
Oliver Eberle
ALM
AI4TS
42
0
0
10 Apr 2025
LLM4Ranking: An Easy-to-use Framework of Utilizing Large Language Models for Document Reranking
LLM4Ranking: An Easy-to-use Framework of Utilizing Large Language Models for Document Reranking
Qi Liu
Haozhe Duan
Yiqun Chen
Quanfeng Lu
Weiwei Sun
Jiaxin Mao
32
0
0
10 Apr 2025
ConceptCarve: Dynamic Realization of Evidence
ConceptCarve: Dynamic Realization of Evidence
Eylon Caplan
Dan Goldwasser
32
0
0
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Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG
Hengran Zhang
Minghao Tang
Keping Bi
J. Guo
Shihao Liu
Daiting Shi
Dawei Yin
Xueqi Cheng
19
0
0
07 Apr 2025
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling
Hengran Zhang
Keping Bi
J. Guo
Xiaojie Sun
Shihao Liu
Daiting Shi
Dawei Yin
Xueqi Cheng
RALM
141
0
0
07 Apr 2025
Practical Poisoning Attacks against Retrieval-Augmented Generation
Practical Poisoning Attacks against Retrieval-Augmented Generation
Baolei Zhang
Y. Chen
Minghong Fang
Zhuqing Liu
Lihai Nie
Tong Li
Zheli Liu
SILM
AAML
64
0
0
04 Apr 2025
Adapting Large Language Models for Multi-Domain Retrieval-Augmented-Generation
Adapting Large Language Models for Multi-Domain Retrieval-Augmented-Generation
Alexandre Misrahi
Nadezhda Chirkova
Maxime Louis
Vassilina Nikoulina
RALM
85
0
0
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LLM-VPRF: Large Language Model Based Vector Pseudo Relevance Feedback
LLM-VPRF: Large Language Model Based Vector Pseudo Relevance Feedback
Hang Li
Shengyao Zhuang
Bevan Koopman
Guido Zuccon
VLM
46
0
0
02 Apr 2025
Efficient Constant-Space Multi-Vector Retrieval
Efficient Constant-Space Multi-Vector Retrieval
Sean MacAvaney
Antonio Mallia
Nicola Tonellotto
30
1
0
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Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models
Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models
Yilong Xu
Jinhua Gao
Xiaoming Yu
Yuanhai Xue
Baolong Bi
Huawei Shen
Xueqi Cheng
RALM
64
0
0
01 Apr 2025
Information Retrieval for Climate Impact
Information Retrieval for Climate Impact
Maarten de Rijke
Bart van den Hurk
Flora Salim
Alaa Al Khourdajie
Nan Bai
...
Edmund Totin
Andrew Trotman
Ramamurthy Valavandan
Dereje Workneh
Yangxinyu Xie
SyDa
59
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CoRanking: Collaborative Ranking with Small and Large Ranking Agents
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Wenhan Liu
Xinyu Ma
Bo Li
Lixin Su
S. Wang
Dawei Yin
Zhicheng Dou
ALM
44
0
0
30 Mar 2025
Imagine All The Relevance: Scenario-Profiled Indexing with Knowledge Expansion for Dense Retrieval
Imagine All The Relevance: Scenario-Profiled Indexing with Knowledge Expansion for Dense Retrieval
Sangam Lee
Ryang Heo
SeongKu Kang
Dongha Lee
RALM
56
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29 Mar 2025
Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of Relevance
Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of Relevance
Reza Esfandiarpoor
George Zerveas
Ruochen Zhang
Macton Mgonzo
Carsten Eickhoff
Stephen H. Bach
SyDa
50
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29 Mar 2025
Robust-IR @ SIGIR 2025: The First Workshop on Robust Information Retrieval
Robust-IR @ SIGIR 2025: The First Workshop on Robust Information Retrieval
Y. Liu
Haya Nachimovsky
Ruqing Zhang
Oren Kurland
J. Guo
Moshe Tennenholtz
OffRL
48
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Enhancing Retrieval Systems with Inference-Time Logical Reasoning
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Wei Wei
Yujia Bao
LRM
41
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EqualizeIR: Mitigating Linguistic Biases in Retrieval Models
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Hadi Amiri
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Model Risk Management for Generative AI In Financial Institutions
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44
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Pseudo-Relevance Feedback Can Improve Zero-Shot LLM-Based Dense Retrieval
Pseudo-Relevance Feedback Can Improve Zero-Shot LLM-Based Dense Retrieval
Hang Li
Xiao Wang
Bevan Koopman
Guido Zuccon
46
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Graph-Based Re-ranking: Emerging Techniques, Limitations, and Opportunities
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Niamat Zawad
Priyanka Ranade
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61
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