Title
Leveraging Decoder Architectures for Learned Sparse Retrieval Jingfen Qiao Thong Nguyen Evangelos Kanoulas Andrew Yates 47 0 0 25 Apr 2025
Implementing Rational Choice Functions with LLMs and Measuring their Alignment with User Preferences Anna Karnysheva Christian Drescher Dietrich Klakow 12 0 0 22 Apr 2025
Benchmarking LLM-based Relevance Judgment Methods Negar Arabzadeh Charles L. A. Clarke 26 0 0 17 Apr 2025
On Precomputation and Caching in Information Retrieval Experiments with Pipeline Architectures Sean MacAvaney Craig Macdonald 21 1 0 14 Apr 2025
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 19 0 0 10 Apr 2025
How do Large Language Models Understand Relevance? A Mechanistic Interpretability Perspective Qi Liu Jiaxin Mao Ji-Rong Wen LRM 17 0 0 10 Apr 2025
Exploring the Effectiveness of Multi-stage Fine-tuning for Cross-encoder Re-rankers Francesca Pezzuti Sean MacAvaney Nicola Tonellotto 26 0 0 28 Mar 2025
OSCAR: Online Soft Compression And Reranking Maxime Louis Thibault Formal Hervé Déjean S. Clinchant 24 0 0 17 Mar 2025
Accelerating Earth Science Discovery via Multi-Agent LLM Systems Dmitrii Pantiukhin Boris Shapkin Ivan Kuznetsov Antonia Anna Jost Nikolay Koldunov AI4CE LLMAG 81 0 0 07 Mar 2025
CarGait: Cross-Attention based Re-ranking for Gait recognition Gavriel Habib Noa Barzilay O. Shimshi Rami Ben-Ari N. Darshan CVBM 60 0 0 05 Mar 2025
Towards Explainable Doctor Recommendation with Large Language Models Ziyang Zeng Dongyuan Li Yuqing Yang LM&MA AI4TS 58 0 0 04 Mar 2025
DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense Retrievers Xueguang Ma Xi Victoria Lin Barlas Oğuz Jimmy Lin Wen-tau Yih Xilun Chen RALM 66 3 0 25 Feb 2025
Rank1: Test-Time Compute for Reranking in Information Retrieval Orion Weller Kathryn Ricci Eugene Yang Andrew Yates Dawn J Lawrie Benjamin Van Durme ReLM AI4TS LRM 101 4 0 25 Feb 2025
Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents Patrick Tser Jern Kon Jiachen Liu Qiuyi Ding Yiming Qiu Zhenning Yang Yibo Huang Jayanth Srinivasa Myungjin Lee Mosharaf Chowdhury Ang Chen 40 3 0 22 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation Abdelrahman Abdallah Bhawna Piryani Jamshid Mozafari Mohammed Ali Adam Jatowt 69 1 0 21 Feb 2025
Judging the Judges: A Collection of LLM-Generated Relevance Judgements Hossein A. Rahmani Clemencia Siro Mohammad Aliannejadi Nick Craswell Charles L. A. Clarke Guglielmo Faggioli Bhaskar Mitra Paul Thomas Emine Yilmaz ELM 54 0 0 20 Feb 2025
Don't Just Demo, Teach Me the Principles: A Principle-Based Multi-Agent Prompting Strategy for Text Classification Peipei Wei Dimitris Dimitriadis Yan Xu Mingwei Shen 50 0 0 11 Feb 2025
LCTG Bench: LLM Controlled Text Generation Benchmark K. K. Masato Mita Peinan Zhang S. Sasaki Ryosuke Ishigami Naoaki Okazaki 43 0 0 28 Jan 2025
Guiding Retrieval using LLM-based Listwise Rankers Mandeep Rathee Sean MacAvaney Avishek Anand KELM LRM 57 4 0 17 Jan 2025
Rare-to-Frequent: Unlocking Compositional Generation Power of Diffusion Models on Rare Concepts with LLM Guidance Dongmin Park Sebin Kim Taehong Moon Minkyu Kim Kangwook Lee Jaewoong Cho DiffM CoGe 52 2 0 08 Jan 2025
Improving GenIR Systems Based on User Feedback Qingyao Ai Zhicheng Dou Min Zhang 35 0 0 06 Jan 2025
CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search Kaixin Wu Yixin Ji Z. Chen Qiang Wang Cunxiang Wang ... Jia Xu Zhongyi Liu Jinjie Gu Yuan Zhou Linjian Mo KELM CLL 87 0 0 02 Dec 2024
CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking Tarun Suresh R. Reddy Yifei Xu Zach Nussbaum Andriy Mulyar Brandon Duderstadt Heng Ji 80 3 0 01 Dec 2024
DynRank: Improving Passage Retrieval with Dynamic Zero-Shot Prompting Based on Question Classification Abdelrahman Abdallah Jamshid Mozafari Bhawna Piryani Mohammed M. Abdelgwad Adam Jatowt 69 0 0 30 Nov 2024
Advancing Large Language Models for Spatiotemporal and Semantic Association Mining of Similar Environmental Events Yuanyuan Tian Wenwen Li Lei Hu X. Chen Michael Brook Michael Brubaker Fan Zhang A. Liljedahl KELM 74 0 0 19 Nov 2024
Best Practices for Distilling Large Language Models into BERT for Web Search Ranking Dezhi Ye Junwei Hu Jiabin Fan Bowen Tian Jie Liu Haijin Liang Jin Ma 31 0 0 07 Nov 2024
Enhancing ID-based Recommendation with Large Language Models Lei Chen Chen Gao Xiaoyi Du Hengliang Luo Depeng Jin Y. Li M. Wang 33 0 0 04 Nov 2024
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs Sheng-Chieh Lin Chankyu Lee M. Shoeybi Jimmy J. Lin Bryan Catanzaro Wei Ping 38 10 0 04 Nov 2024
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline Dongkyu Kim Byoungwook Kim Donggeon Han Matouš Eibich 26 2 0 28 Oct 2024
Toolshed: Scale Tool-Equipped Agents with Advanced RAG-Tool Fusion and Tool Knowledge Bases Elias Lumer Vamse Kumar Subbiah James A. Burke Pradeep Honaganahalli Basavaraju Austin Huber 26 0 0 18 Oct 2024
Best in Tau@LLMJudge: Criteria-Based Relevance Evaluation with Llama3 Naghmeh Farzi Laura Dietz ELM 21 2 0 17 Oct 2024
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation S. Gorti Ilan Gofman Zhaoyan Liu Jiapeng Wu Noël Vouitsis Guangwei Yu Jesse C. Cresswell Rasa Hosseinzadeh SyDa 38 6 0 16 Oct 2024
Triple Modality Fusion: Aligning Visual, Textual, and Graph Data with Large Language Models for Multi-Behavior Recommendations Luyi Ma Xiaohan Li Zezhong Fan Kai Zhao Jianpeng Xu Praveen Kanumala Kaushiki Nag Sushant Kumar Sushant Kumar Kannan Achan 27 4 0 16 Oct 2024
Rewriting Conversational Utterances with Instructed Large Language Models Elnara Galimzhanova Cristina Ioana Muntean F. M. Nardini R. Perego Guido Rocchietti LRM 29 4 0 10 Oct 2024
MLLM as Retriever: Interactively Learning Multimodal Retrieval for Embodied Agents Junpeng Yue Xinru Xu Börje F. Karlsson Zongqing Lu 32 0 0 04 Oct 2024
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers Shijie Chen Bernal Jiménez Gutiérrez Yu Su 21 3 0 03 Oct 2024
Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models Yinhong Liu Zhijiang Guo Tianya Liang Ehsan Shareghi Ivan Vulić Nigel Collier 64 0 0 03 Oct 2024
HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly Howard Yen Tianyu Gao Minmin Hou Ke Ding Daniel Fleischer Peter Izsak Moshe Wasserblat Danqi Chen ALM ELM 36 24 0 03 Oct 2024
PairDistill: Pairwise Relevance Distillation for Dense Retrieval Chao-Wei Huang Yun-Nung Chen 23 0 0 02 Oct 2024
Federated Instruction Tuning of LLMs with Domain Coverage Augmentation Zezhou Wang Yaxin Du Zhuzhong Qian Yugang Jiang Zhuzhong Qian Siheng Chen FedML 30 0 0 30 Sep 2024
Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric Retrieval Model Nilanjan Sinhababu Andrew Parry Debasis Ganguly D. Samanta Pabitra Mitra 21 3 0 26 Sep 2024
Towards Boosting LLMs-driven Relevance Modeling with Progressive Retrieved Behavior-augmented Prompting Zeyuan Chen Haiyan Wu Kaixin Wu Wei Chen Mingjie Zhong Jia Xu Zhongyi Liu Wei Zhang 30 0 0 18 Aug 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 62 1 0 15 Aug 2024
Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation Jiachen Zhu Jianghao Lin Xinyi Dai Bo Chen Rong Shan Jieming Zhu Ruiming Tang Yong Yu Weinan Zhang OffRL 41 1 0 07 Aug 2024
Toward Automatic Relevance Judgment using Vision--Language Models for Image--Text Retrieval Evaluation Jheng-Hong Yang Jimmy Lin VLM 29 3 0 02 Aug 2024
Multimodal Misinformation Detection using Large Vision-Language Models Sahar Tahmasebi Eric Müller-Budack Ralph Ewerth 26 2 0 19 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 48 5 0 17 Jul 2024
LitSearch: A Retrieval Benchmark for Scientific Literature Search Anirudh Ajith Mengzhou Xia Alexis Chevalier Tanya Goyal Danqi Chen Tianyu Gao RALM 25 3 0 10 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Wei Ping Zihan Liu Boxin Wang Jiaxuan You Chao Zhang M. Shoeybi Bryan Catanzaro ALM RALM 26 35 0 02 Jul 2024
Optimization of Retrieval-Augmented Generation Context with Outlier Detection Vitaly Bulgakov RALM 27 0 0 01 Jul 2024