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Large Language Models are Effective Text Rankers with Pairwise Ranking
  Prompting
v1v2 (latest)

Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting

30 June 2023
Zhen Qin
R. Jagerman
Kai Hui
Honglei Zhuang
Junru Wu
Le Yan
Jiaming Shen
Tianqi Liu
Jialu Liu
Donald Metzler
Xuanhui Wang
Michael Bendersky
    ALMRALM
ArXiv (abs)PDFHTML

Papers citing "Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting"

50 / 166 papers shown
Title
Fragile Preferences: A Deep Dive Into Order Effects in Large Language Models
Fragile Preferences: A Deep Dive Into Order Effects in Large Language Models
Haonan Yin
Shai Vardi
Vidyanand Choudhary
31
0
0
17 Jun 2025
Precise Zero-Shot Pointwise Ranking with LLMs through Post-Aggregated Global Context Information
Precise Zero-Shot Pointwise Ranking with LLMs through Post-Aggregated Global Context Information
Kehan Long
Shasha Li
Chen Xu
Jintao Tang
Ting Wang
111
0
0
12 Jun 2025
Leveraging LLMs to Evaluate Usefulness of Document
Xingzhu Wang
Erhan Zhang
Yiqun Chen
Jinghan Xuan
Yucheng Hou
Yitong Xu
Ying Nie
Shuaiqiang Wang
Dawei Yin
Jiaxin Mao
65
0
0
10 Jun 2025
Graph-based RAG Enhancement via Global Query Disambiguation and Dependency-Aware Reranking
Graph-based RAG Enhancement via Global Query Disambiguation and Dependency-Aware Reranking
Ningyuan Li
Junrui Liu
Yi Shan
Minghui Huang
Tong Li
19
0
0
07 Jun 2025
On the Merits of LLM-Based Corpus Enrichment
On the Merits of LLM-Based Corpus Enrichment
Gal Zur
Tommy Mordo
Moshe Tennenholtz
Oren Kurland
62
0
0
06 Jun 2025
Knockout LLM Assessment: Using Large Language Models for Evaluations through Iterative Pairwise Comparisons
Knockout LLM Assessment: Using Large Language Models for Evaluations through Iterative Pairwise Comparisons
Isik Baran Sandan
Tu Anh Dinh
Jan Niehues
ELM
98
0
0
04 Jun 2025
K-order Ranking Preference Optimization for Large Language Models
K-order Ranking Preference Optimization for Large Language Models
Shihao Cai
Chongming Gao
Yang Zhang
Wentao Shi
Jizhi Zhang
Keqin Bao
Qifan Wang
Fuli Feng
ALM
62
0
0
31 May 2025
Are Optimal Algorithms Still Optimal? Rethinking Sorting in LLM-Based Pairwise Ranking with Batching and Caching
Are Optimal Algorithms Still Optimal? Rethinking Sorting in LLM-Based Pairwise Ranking with Batching and Caching
Juan Wisznia
Cecilia Bolaños
Juan Tollo
Giovanni Franco Gabriel Marraffini
Agustín Gianolini
Noe Fabian Hsueh
Luciano Del Corro
32
0
0
30 May 2025
mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation
mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation
Chan-wei Hu
Yueqi Wang
Shuo Xing
Chia-Ju Chen
Zhengzhong Tu
3DV
34
1
0
29 May 2025
Cross-Task Experiential Learning on LLM-based Multi-Agent Collaboration
Cross-Task Experiential Learning on LLM-based Multi-Agent Collaboration
Yilong Li
Chen Qian
Yu Xia
Ruijie Shi
Yufan Dang
...
Ye Tian
Xuantang Xiong
Lei Han
Zhiyuan Liu
Maosong Sun
LLMAG
76
0
0
29 May 2025
Amulet: Putting Complex Multi-Turn Conversations on the Stand with LLM Juries
Amulet: Putting Complex Multi-Turn Conversations on the Stand with LLM Juries
Sahana Ramnath
Anurag Mudgil
Brihi Joshi
Skyler Hallinan
Xiang Ren
52
0
0
26 May 2025
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning
Le Zhang
Bo Wang
Xipeng Qiu
Siva Reddy
Aishwarya Agrawal
LLMAGReLMRALMLRM
73
0
0
26 May 2025
RankLLM: A Python Package for Reranking with LLMs
RankLLM: A Python Package for Reranking with LLMs
Sahel Sharifymoghaddam
Ronak Pradeep
Andre Slavescu
Ryan Nguyen
Andrew Xu
Zijian Chen
Yilin Zhang
Yidi Chen
Jasper Xian
Jimmy Lin
KELMALMLRM
38
1
0
25 May 2025
Likert or Not: LLM Absolute Relevance Judgments on Fine-Grained Ordinal Scales
Likert or Not: LLM Absolute Relevance Judgments on Fine-Grained Ordinal Scales
Charles Godfrey
Ping Nie
Natalia Ostapuk
David Ken
Shang Gao
Souheil Inati
LRM
45
0
0
25 May 2025
AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking
AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking
Soyoung Yoon
Gyuwan Kim
Gyu-Hwung Cho
Seung-won Hwang
BDLLRM
65
0
0
24 May 2025
Flex-Judge: Think Once, Judge Anywhere
Flex-Judge: Think Once, Judge Anywhere
Jongwoo Ko
S. Kim
Sungwoo Cho
Se-Young Yun
ELMLRM
218
0
0
24 May 2025
NeoN: A Tool for Automated Detection, Linguistic and LLM-Driven Analysis of Neologisms in Polish
NeoN: A Tool for Automated Detection, Linguistic and LLM-Driven Analysis of Neologisms in Polish
Aleksandra Tomaszewska
Dariusz Czerski
Bartosz Żuk
Maciej Ogrodniczuk
36
0
0
21 May 2025
Generalised Probabilistic Modelling and Improved Uncertainty Estimation in Comparative LLM-as-a-judge
Generalised Probabilistic Modelling and Improved Uncertainty Estimation in Comparative LLM-as-a-judge
Yassir Fathullah
Mark Gales
ELM
81
0
0
21 May 2025
Rank-K: Test-Time Reasoning for Listwise Reranking
Rank-K: Test-Time Reasoning for Listwise Reranking
Eugene Yang
Andrew Yates
Kathryn Ricci
Orion Weller
Vivek Chari
Benjamin Van Durme
Dawn J Lawrie
LRM
69
2
0
20 May 2025
Unify Graph Learning with Text: Unleashing LLM Potentials for Session Search
Unify Graph Learning with Text: Unleashing LLM Potentials for Session Search
Songhao Wu
Quan Tu
Hong Liu
Jia Xu
Zhongyi Liu
Guannan Zhang
Ran Wang
Xiuying Chen
Rui Yan
178
5
0
20 May 2025
LLM-based Evaluation Policy Extraction for Ecological Modeling
LLM-based Evaluation Policy Extraction for Ecological Modeling
Qi Cheng
Licheng Liu
Qing Zhu
Runlong Yu
Zhenong Jin
Yiqun Xie
Xiaowei Jia
63
0
0
20 May 2025
LCES: Zero-shot Automated Essay Scoring via Pairwise Comparisons Using Large Language Models
LCES: Zero-shot Automated Essay Scoring via Pairwise Comparisons Using Large Language Models
Takumi Shibata
Yuichi Miyamura
127
0
0
13 May 2025
DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation
DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation
Jimeng Sun
Xianrui Zhong
Sizhe Zhou
Jiawei Han
RALM
81
0
0
12 May 2025
Prompt-Based LLMs for Position Bias-Aware Reranking in Personalized Recommendations
Prompt-Based LLMs for Position Bias-Aware Reranking in Personalized Recommendations
Md Aminul Islam
Ahmed Sayeed Faruk
152
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
59
0
0
07 May 2025
Predicting Movie Hits Before They Happen with LLMs
Predicting Movie Hits Before They Happen with LLMs
Shaghayegh Agah
Yejin Kim
Neeraj Sharma
Mayur Nankani
Kevin Foley
H. H. Huang
Sardar Hamidian
55
0
0
05 May 2025
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS
Improving Model Alignment Through Collective Intelligence of Open-Source LLMS
Junlin Wang
Roy Xie
Shang Zhu
Jue Wang
Ben Athiwaratkun
Bhuwan Dhingra
Shuaiwen Leon Song
Ce Zhang
James Zou
ALM
75
0
0
05 May 2025
Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models
Sentient Agent as a Judge: Evaluating Higher-Order Social Cognition in Large Language Models
Bang Zhang
Ruotian Ma
Qingxuan Jiang
Peisong Wang
Jiaqi Chen
...
Fanghua Ye
Jian Li
Yifan Yang
Zhaopeng Tu
Xiaolong Li
LLMAGELMALM
263
0
1
01 May 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
90
1
0
26 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
108
0
0
20 Apr 2025
Benchmarking LLM-based Relevance Judgment Methods
Benchmarking LLM-based Relevance Judgment Methods
Negar Arabzadeh
Charles L. A. Clarke
103
0
0
17 Apr 2025
Optimizing Compound Retrieval Systems
Optimizing Compound Retrieval Systems
Harrie Oosterhuis
R. Jagerman
Zhen Qin
Xuanhui Wang
74
0
0
16 Apr 2025
Augmented Relevance Datasets with Fine-Tuned Small LLMs
Augmented Relevance Datasets with Fine-Tuned Small LLMs
Quentin Fitte-Rey
Matyas Amrouche
Romain Deveaud
69
0
0
14 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
77
1
0
10 Apr 2025
How do Large Language Models Understand Relevance? A Mechanistic Interpretability Perspective
How do Large Language Models Understand Relevance? A Mechanistic Interpretability Perspective
Qi Liu
Jiaxin Mao
Ji-Rong Wen
LRM
77
1
0
10 Apr 2025
Beyond Reproducibility: Advancing Zero-shot LLM Reranking Efficiency with Setwise Insertion
Beyond Reproducibility: Advancing Zero-shot LLM Reranking Efficiency with Setwise Insertion
Jakub Podolak
Leon Peric
Mina Janicijevic
Roxana Petcu
71
1
0
09 Apr 2025
HypoEval: Hypothesis-Guided Evaluation for Natural Language Generation
HypoEval: Hypothesis-Guided Evaluation for Natural Language Generation
Mingxuan Li
Hanchen Li
Chenhao Tan
ALMELM
132
0
0
09 Apr 2025
Rank-Then-Score: Enhancing Large Language Models for Automated Essay Scoring
Rank-Then-Score: Enhancing Large Language Models for Automated Essay Scoring
Yida Cai
Kun Liang
Sanwoo Lee
Qinghan Wang
Yunfang Wu
ALM
100
2
0
08 Apr 2025
CoRanking: Collaborative Ranking with Small and Large Ranking Agents
CoRanking: Collaborative Ranking with Small and Large Ranking Agents
Wenhan Liu
Xinyu Ma
Yinlin Zhu
Lixin Su
Shuaiqiang Wang
Dawei Yin
Zhicheng Dou
ALM
69
0
0
30 Mar 2025
Graph-Based Re-ranking: Emerging Techniques, Limitations, and Opportunities
Graph-Based Re-ranking: Emerging Techniques, Limitations, and Opportunities
Md Shahir Zaoad
Niamat Zawad
Priyanka Ranade
Richard Krogman
Latifur Khan
James Holt
105
1
0
19 Mar 2025
Towards AI-assisted Academic Writing
Towards AI-assisted Academic Writing
Daniel J. Liebling
Malcolm Kane
Madeleine Grunde-Mclaughlin
Ian J. Lang
Subhashini Venugopalan
Michael P. Brenner
107
1
0
17 Mar 2025
Improving LLM-as-a-Judge Inference with the Judgment Distribution
Victor Wang
Michael J.Q. Zhang
Eunsol Choi
114
4
0
04 Mar 2025
Towards Explainable Doctor Recommendation with Large Language Models
Ziyang Zeng
Dongyuan Li
Yuqing Yang
LM&MAAI4TS
116
0
0
04 Mar 2025
Better Benchmarking LLMs for Zero-Shot Dependency Parsing
Better Benchmarking LLMs for Zero-Shot Dependency Parsing
Ana Ezquerro
Carlos Gómez-Rodríguez
David Vilares
103
0
0
28 Feb 2025
Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data Augmentation
Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data Augmentation
Manveer Singh Tamber
Suleman Kazi
Vivek Sourabh
Jimmy J. Lin
117
2
0
27 Feb 2025
A Survey of Model Architectures in Information Retrieval
A Survey of Model Architectures in Information Retrieval
Zhichao Xu
Fengran Mo
Zhiqi Huang
Crystina Zhang
Puxuan Yu
Bei Wang
Jimmy J. Lin
Vivek Srikumar
KELM3DV
195
2
0
21 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation
Abdelrahman Abdallah
Bhawna Piryani
Jamshid Mozafari
Mohammed Ali
Adam Jatowt
362
1
0
21 Feb 2025
C3AI: Crafting and Evaluating Constitutions for Constitutional AI
Yara Kyrychenko
Ke Zhou
Edyta Bogucka
Daniele Quercia
ELM
95
5
0
21 Feb 2025
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths
B. Chen
Zirui Guo
Zidan Yang
Yuxiao Chen
Junze Chen
Zhenghao Liu
C. Shi
Cheng Yang
106
4
0
18 Feb 2025
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models
Can Jin
Hongwu Peng
Anxiang Zhang
Nuo Chen
Jiahui Zhao
...
Keqin Li
Shuya Feng
Kai Zhong
Caiwen Ding
Dimitris N. Metaxas
242
2
0
02 Feb 2025
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