SIGIR

Process-Supervised LLM Recommenders via Flow-guided Tuning

Chongming Gao, Mengyao Gao, Chenxiao Fan, Shuai Yuan, Wentao Shi, Xiangnan He

Comments Accepted by SIGIR 2025

ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph Completion

Jeongho Kim, Chanyeong Heo, Jaehee Jung

机构 * Myongji University（明溪大学） 纠错

Comments Accepted by SIGIR 2025, 5 pages, 1 figure

Journal ref SIGIR 2025

Pre-training vs. Fine-tuning: A Reproducibility Study on Dense Retrieval Knowledge Acquisition

Zheng Yao, Shuai Wang, Guido Zuccon

机构 * The University of Queensland（昆士兰大学） 纠错

Comments Accepted in SIGIR-2025

ir_explain: a Python Library of Explainable IR Methods

Sourav Saha, Harsh Agarwal, V Venktesh, Avishek Anand, Swastik Mohanty, Debapriyo Majumdar, Mandar Mitra

Comments To appear as a Resources and Reproducibility Track paper in Proc. ACM SIGIR 2025

Artifact Sharing for Information Retrieval Research

Sean MacAvaney

Comments SIGIR 2025 (demo)

LREA: Low-Rank Efficient Attention on Modeling Long-Term User Behaviors for CTR Prediction

Xin Song, Xiaochen Li, Jinxin Hu, Hong Wen, Zulong Chen, Yu Zhang, Xiaoyi Zeng, Jing Zhang

Comments 5 pages, accepted by SIGIR 2025 Short Paper Track

Rational Retrieval Acts: Leveraging Pragmatic Reasoning to Improve Sparse Retrieval

Arthur Satouf, Gabriel Ben Zenou, Benjamin Piwowarski, Habiboulaye Amadou Boubacar, Pablo Piantanida

机构 * Université Paris-Saclay（巴黎-萨克雷大学） ； ILLS ； ISIR ； Air Liquide France（法国Air Liquide） ； CentraleSupélec（中央圣埃克苏佩里） ； AMIAD France（法国AMIAD） ； Sorbonne Université（索邦大学） ； CNRS（国家科学研究中心） ； MILA - Quebec AI Institute（魁北克人工智能研究所） 纠错

Comments 6 pages - 2 figures - conference: accepted at SIGIR 2025

AdSight: Scalable and Accurate Quantification of User Attention in Multi-Slot Sponsored Search

Mario Villaizán-Vallelado, Matteo Salvatori, Kayhan Latifzadeh, Antonio Penta, Luis A. Leiva, Ioannis Arapakis

Comments Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval

Breaking the Lens of the Telescope: Online Relevance Estimation over Large Retrieval Sets

Mandeep Rathee, V Venktesh, Sean MacAvaney, Avishek Anand

Comments Accepted for publication at SIGIR'25 . 11 pages,5 figures, 4 tables

STAR-Rec: Making Peace with Length Variance and Pattern Diversity in Sequential Recommendation

Maolin Wang, Sheng Zhang, Ruocheng Guo, Wanyu Wang, Xuetao Wei, Zitao Liu, Hongzhi Yin, Yi Chang, Xiangyu Zhao

Comments Accepted by SIGIR 2025

IRA: Adaptive Interest-aware Representation and Alignment for Personalized Multi-interest Retrieval

Youngjune Lee, Haeyu Jeong, Changgeon Lim, Jeong Choi, Hongjun Lim, Hangon Kim, Jiyoon Kwon, Saehun Kim

机构 * NAVER Corporation（NAVER公司） 纠错

Comments Accepted to SIGIR 2025 Industry Track. First two authors contributed equally

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

Comments Accepted in SIGIR 2025 (Demo)

Interpreting Multilingual and Document-Length Sensitive Relevance Computations in Neural Retrieval Models through Axiomatic Causal Interventions

Oliver Savolainen, Dur e Najaf Amjad, Roxana Petcu

机构 * University of Amsterdam（阿姆斯特丹大学） 纠错

Comments 10 pages, SIGIR 2025

Short Video Segment-level User Dynamic Interests Modeling in Personalized Recommendation

Zhiyu He, Zhixin Ling, Jiayu Li, Zhiqiang Guo, Weizhi Ma, Xinchen Luo, Min Zhang, Guorui Zhou

Comments This paper has been accepted by SIGIR 2025

Reproducing NevIR: Negation in Neural Information Retrieval

Coen van den Elsen, Francien Barkhof, Thijmen Nijdam, Simon Lupart, Mohammad Aliannejadi

Comments 9 pages, 4 figures. Accepted at SIGIR 2025 as a reproducibility paper

ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope Questions

Zhiyuan Peng, Jinming Nian, Alexandre Evfimievski, Yi Fang

机构 * Santa Clara University（圣克拉拉大学） ； Adobe Inc.（Adobe公司） 纠错

Comments Accepted by SIGIR'25

Wiki-TabNER: Integrating Named Entity Recognition into Wikipedia Tables

Aneta Koleva, Martin Ringsquandl, Ahmed Hatem, Thomas Runkler, Volker Tresp

机构 * Ludwig-Maximilians-Universität Munich Germany（慕尼黑路德维希-马克西米利安大学） ； Siemens AG Munich Germany（西门子股份公司） ； Technical University of Munich Munich Germany（慕尼黑技术大学） 纠错

Comments Accepted at SIGIR 2025 conference

Investigating Task Arithmetic for Zero-Shot Information Retrieval

Marco Braga, Pranav Kasela, Alessandro Raganato, Gabriella Pasi

机构 * Department of Informatics, Systems and Communication - DISCo, University of Milano-Bicocca（信息学、系统与通信系 - DISCo，米兰-比科卡大学） ； DAUIN Dipartimento di Automatica e Informatica, Politecnico di Torino（DAUIN 自动控制与信息系，托斯卡纳理工学院） 纠错

Comments Accepted in SIGIR '25

Efficient Recommendation with Millions of Items by Dynamic Pruning of Sub-Item Embeddings

Aleksandr V. Petrov, Craig Macdonald, Nicola Tonellotto

Comments Accepted as a full research paper at SIGIR 2025

Graph Spectral Filtering with Chebyshev Interpolation for Recommendation

Chanwoo Kim, Jinkyu Sung, Yebonn Han, Joonseok Lee

机构 * Seoul National Univ.（首尔国立大学） 纠错

Comments Accepted by SIGIR 2025; 11 pages, 9 figures, 5 tables

CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass

Bowen Zhang, Zixin Song, Chunping Li

机构 * Tsinghua University（清华大学） 纠错

Comments Accepted by SIGIR 2025 (Full)

Bridging Personalization and Control in Scientific Personalized Search

Sheshera Mysore, Garima Dhanania, Kishor Patil, Surya Kallumadi, Andrew McCallum, Hamed Zamani

机构 * University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校） ； Lowe’s Companies, Inc（劳埃德公司） ； Coursera 纠错

Comments SIGIR 2025 paper

Efficient Conversational Search via Topical Locality in Dense Retrieval

Cristina Ioana Muntean, Franco Maria Nardini, Raffaele Perego, Guido Rocchietti, Cosimo Rulli

Comments 5 pages, 2 figures, SIGIR 2025

Enhancing New-item Fairness in Dynamic Recommender Systems

Huizhong Guo, Zhu Sun, Dongxia Wang, Tianjun Wei, Jinfeng Li, Jie Zhang

Comments 10 pages, 6 figures, Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '25)

Data Augmentation as Free Lunch: Exploring the Test-Time Augmentation for Sequential Recommendation

Yizhou Dang, Yuting Liu, Enneng Yang, Minhan Huang, Guibing Guo, Jianzhe Zhao, Xingwei Wang

Comments Accepted by SIGIR 2025 Full Paper

X-Cross: Dynamic Integration of Language Models for Cross-Domain Sequential Recommendation

Guy Hadad, Haggai Roitman, Yotam Eshel, Bracha Shapira, Lior Rokach

机构 * Ben-Gurion University of the Negev（本· Gurion 军事大学） 纠错

Comments Accepted for publication in SIGIR '25

RecGaze: The First Eye Tracking and User Interaction Dataset for Carousel Interfaces

Santiago de Leon-Martinez, Jingwei Kang, Robert Moro, Maarten de Rijke, Branislav Kveton, Harrie Oosterhuis, Maria Bielikova

Comments Accepted to Resource & Reproducibility Track SIGIR '25

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User

Xiaolei Wang, Chunxuan Xia, Junyi Li, Fanzhe Meng, Lei Huang, Jinpeng Wang, Wayne Xin Zhao, Ji-Rong Wen

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） 纠错

Comments Accepted by SIGIR 2025

LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation

Beizhe Hu, Qiang Sheng, Juan Cao, Yang Li, Danding Wang

机构 * Media Synthesis and Forensics Lab, Institute of Computing Technology, Chinese Academy of Sciences（媒体合成与取证实验室，计算技术研究所，中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

Comments ACM SIGIR 2025 Full Paper

AlphaFuse: Learn ID Embeddings for Sequential Recommendation in Null Space of Language Embeddings

Guoqing Hu, An Zhang, Shuo Liu, Zhibo Cai, Xun Yang, Xiang Wang

Comments Accepted by SIGIR'25