InPars-v2: Large Language Models as Efficient Dataset Generators for Information Retrieval

4 January 2023

Vitor Jeronymo

L. Bonifacio

Hugo Queiroz Abonizio

Papers citing "InPars-v2: Large Language Models as Efficient Dataset Generators for Information Retrieval"

50 / 54 papers shown

Title
QBD-RankedDataGen: Generating Custom Ranked Datasets for Improving Query-By-Document Search Using LLM-Reranking with Reduced Human Effort Sriram Gopalakrishnan Sunandita Patra 24 0 0 07 May 2025
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 35 0 0 29 Mar 2025
Learning LLM Preference over Intra-Dialogue Pairs: A Framework for Utterance-level Understandings Xuanqing Liu Luyang Kong Wei Niu Afshin Khashei Belinda Zeng Steve Johnson Jon Jay Davor Golac Matt Pope 36 0 0 07 Mar 2025
LLM-guided Plan and Retrieval: A Strategic Alignment for Interpretable User Satisfaction Estimation in Dialogue Sangyeop Kim S. Park Jaewon Jung Jinseok Kim Sungzoon Cho 43 0 0 06 Mar 2025
Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data Augmentation Manveer Singh Tamber Suleman Kazi Vivek Sourabh Jimmy J. Lin 62 1 0 27 Feb 2025
On Synthetic Data Strategies for Domain-Specific Generative Retrieval Haoyang Wen Jiang Guo Yi Zhang Jiarong Jiang Z. Wang SyDa 59 0 0 25 Feb 2025
Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation SeongKu Kang Bowen Jin Wonbin Kweon Yu Zhang Dongha Lee J. Han Hwanjo Yu 55 0 0 16 Feb 2025
Can Generative LLMs Create Query Variants for Test Collections? An Exploratory Study Marwah Alaofi Luke Gallagher Mark Sanderson Falk Scholer Paul Thomas 42 31 0 29 Jan 2025
ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval Abdelrahman Abdallah Jamshid Mozafari Bhawna Piryani Adam Jatowt 26 2 0 28 Jan 2025
LLMs are Also Effective Embedding Models: An In-depth Overview Chongyang Tao Tao Shen Shen Gao Junshuo Zhang Zhen Li Zhengwei Tao Shuai Ma 68 7 0 17 Dec 2024
Zero-Shot Dense Retrieval with Embeddings from Relevance Feedback Nour Jedidi Yung-Sung Chuang Leslie Shing James R. Glass RALM 31 0 0 28 Oct 2024
AGENT-CQ: Automatic Generation and Evaluation of Clarifying Questions for Conversational Search with LLMs Clemencia Siro Yifei Yuan Mohammad Aliannejadi Maarten de Rijke ELM 20 2 0 25 Oct 2024
Little Giants: Synthesizing High-Quality Embedding Data at Scale Haonan Chen Liang Wang Nan Yang Y. X. Zhu Ziliang Zhao Furu Wei Zhicheng Dou SyDa 34 1 0 24 Oct 2024
Do Audio-Language Models Understand Linguistic Variations? Ramaneswaran Selvakumar Sonal Kumar Hemant Kumar Giri Nishit Anand Ashish Seth Sreyan Ghosh Dinesh Manocha AuLLM VLM 42 1 0 21 Oct 2024
DreamStruct: Understanding Slides and User Interfaces via Synthetic Data Generation Yi-Hao Peng Faria Huq Yue Jiang Jason Wu Amanda Li Jeffrey P. Bigham Amy Pavel DiffM 22 4 0 30 Sep 2024
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models Orion Weller Benjamin Van Durme Dawn J Lawrie Ashwin Paranjape Yuhao Zhang Jack Hessel LRM RALM 47 16 0 17 Sep 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 42 10 0 26 Jun 2024
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based Framework Zackary Rackauckas Arthur Camara Jakub Zavrel 23 8 0 20 Jun 2024
Towards Trustworthy AI: A Review of Ethical and Robust Large Language Models Meftahul Ferdaus Mahdi Abdelguerfi Elias Ioup Kendall N. Niles Ken Pathak Steve Sloan 32 10 0 01 Jun 2024
Recent advances in text embedding: A Comprehensive Review of Top-Performing Methods on the MTEB Benchmark Hongliu Cao AI4TS 27 11 0 27 May 2024
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking Tianyu Zhu M. Jung Jesse Clark 83 1 0 12 Apr 2024
DUQGen: Effective Unsupervised Domain Adaptation of Neural Rankers by Diversifying Synthetic Query Generation Ramraj Chandradevan Kaustubh D. Dhole Eugene Agichtein 20 3 0 03 Apr 2024
Gecko: Versatile Text Embeddings Distilled from Large Language Models Jinhyuk Lee Zhuyun Dai Xiaoqi Ren Blair Chen Daniel Matthew Cer ... Aditya Kusupati Prateek Jain Siddhartha Reddy Jonnalagadda Ming-Wei Chang Iftekhar Naim RALM VLM SyDa 33 40 0 29 Mar 2024
IR2: Information Regularization for Information Retrieval Jianyou Wang Kaicheng Wang Xiaoyue Wang Weili Cao R. Paturi Leon Bergen 43 1 0 25 Feb 2024
Large Language Models for Data Annotation: A Survey Zhen Tan Dawei Li Song Wang Alimohammad Beigi Bohan Jiang Amrita Bhattacharjee Mansooreh Karami Jundong Li Lu Cheng Huan Liu SyDa 42 44 0 21 Feb 2024
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Tianyi Zhou KELM VLM 42 94 0 20 Feb 2024
Large Language Models for Stemming: Promises, Pitfalls and Failures Shuai Wang Shengyao Zhuang Guido Zuccon 31 1 0 19 Feb 2024
I Think, Therefore I am: Benchmarking Awareness of Large Language Models Using AwareBench Yuan Li Yue Huang Yuli Lin Siyuan Wu Yao Wan Lichao Sun LLMAG ELM 38 4 0 31 Jan 2024
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 27 17 0 27 Dec 2023
Rank-without-GPT: Building GPT-Independent Listwise Rerankers on Open-Source Large Language Models Xinyu Crystina Zhang Sebastian Hofstatter Patrick Lewis Raphael Tang Jimmy J. Lin LRM KELM ELM RALM ALM 27 6 0 05 Dec 2023
The Contemporary Art of Image Search: Iterative User Intent Expansion via Vision-Language Model Yilin Ye Qian Zhu Shishi Xiao Kang Zhang Wei Zeng 31 3 0 04 Dec 2023
Overview of the TREC 2023 Product Product Search Track Daniel Fernando Campos Surya Kallumadi Corby Rosset Chengxiang Zhai Alessandro Magnani 6 3 0 14 Nov 2023
LLatrieval: LLM-Verified Retrieval for Verifiable Generation Xiaonan Li Changtai Zhu Linyang Li Zhangyue Yin Tianxiang Sun Xipeng Qiu RALM 24 24 0 14 Nov 2023
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval Nandan Thakur Jianmo Ni Gustavo Hernández Ábrego John Wieting Jimmy J. Lin Daniel Matthew Cer RALM 21 12 0 10 Nov 2023
An Interdisciplinary Outlook on Large Language Models for Scientific Research James Boyko Joseph Cohen Nathan Fox Maria Han Veiga Jennifer I-Hsiu Li ... Andreas H. Rauch Kenneth N. Reid Soumi Tribedi Anastasia Visheratina Xin Xie 36 17 0 03 Nov 2023
Enhancing Large Language Models for Secure Code Generation: A Dataset-driven Study on Vulnerability Mitigation Jiexin Wang Liuwen Cao Xitong Luo Zhiping Zhou Jiayuan Xie Adam Jatowt Yi Cai 44 9 0 25 Oct 2023
Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking Shengyao Zhuang Bing Liu Bevan Koopman Guido Zuccon RALM 16 45 0 20 Oct 2023
Selecting which Dense Retriever to use for Zero-Shot Search Ekaterina Khramtsova Shengyao Zhuang Mahsa Baktashmotlagh Xi Wang Guido Zuccon 8 6 0 18 Sep 2023
When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets Orion Weller Kyle Lo David Wadden Dawn J Lawrie Benjamin Van Durme Arman Cohan Luca Soldaini 32 18 0 15 Sep 2023
Using Large Language Models to Generate, Validate, and Apply User Intent Taxonomies C. Shah Ryen W. White Reid Andersen Georg Buscher Scott Counts ... Tara Safavi Siddharth Suri Mengting Wan Leijie Wang Longfei Yang 17 22 0 14 Sep 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 44 281 0 14 Aug 2023
MT4CrossOIE: Multi-stage Tuning for Cross-lingual Open Information Extraction Tongliang Li Zixiang Wang Linzheng Chai Jian Yang Jiaqi Bai ... Jiaheng Liu Hongcheng Guo Liqun Yang Hebboul Zine el-abidine Zhoujun Li 34 3 0 12 Aug 2023
HAGRID: A Human-LLM Collaborative Dataset for Generative Information-Seeking with Attribution Ehsan Kamalloo A. Jafari Xinyu Crystina Zhang Nandan Thakur Jimmy J. Lin 18 41 0 31 Jul 2023
Information Retrieval Meets Large Language Models: A Strategic Report from Chinese IR Community Qingyao Ai Ting Bai Zhao Cao Yi-Ju Chang Jiawei Chen ... Peng-Zhen Zhang Fan Zhang Wei-na Zhang M. Zhang Xiaofei Zhu 47 58 0 19 Jul 2023
Soft Prompt Tuning for Augmenting Dense Retrieval with Large Language Models Zhiyuan Peng Xuyang Wu Qifan Wang Yihan Fang VLM RALM 38 11 0 17 Jul 2023
CLARA: Classifying and Disambiguating User Commands for Reliable Interactive Robotic Agents Jeongeun Park Seungwon Lim Joonhyung Lee Sangbeom Park Minsuk Chang Youngjae Yu Sungjoon Choi LM&Ro 32 22 0 17 Jun 2023
Large Language Model Augmented Narrative Driven Recommendations Sheshera Mysore Andrew McCallum Hamed Zamani 15 52 0 04 Jun 2023
Large Language Models are Strong Zero-Shot Retriever Tao Shen Guodong Long Xiubo Geng Chongyang Tao Tianyi Zhou Daxin Jiang RALM KELM 35 33 0 27 Apr 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 13 7 0 21 Mar 2023
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers Jon Saad-Falcon Omar Khattab Keshav Santhanam Radu Florian M. Franz Salim Roukos Avirup Sil Md Arafat Sultan Christopher Potts 11 41 0 01 Mar 2023