SIGIR

Unconstrained Monotonic Calibration of Predictions in Deep Ranking Systems

Yimeng Bai, Shunyu Zhang, Yang Zhang, Hu Liu, Wentian Bao, Enyun Yu, Fuli Feng, Wenwu Ou

Comments Accepted by SIGIR'25

Template-Based Financial Report Generation in Agentic and Decomposed Information Retrieval

Yong-En Tian, Yu-Chien Tang, Kuang-Da Wang, An-Zi Yen, Wen-Chih Peng

Comments 5 pages; 3 figures. Accepted by SIGIR 2025 short paper track. Code available at https://github.com/bryant-nn/Template-Based-Financial-Report-Generation

EIoU-EMC: A Novel Loss for Domain-specific Nested Entity Recognition

Jian Zhang, Tianqing Zhang, Qi Li, Hongwei Wang

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； ZJU-UIUC Institute, Zhejiang University（浙江大学ZJU-UIUC研究院） 纠错

Comments Accepted by SIGIR'2025

Large Language Models Enhanced Hyperbolic Space Recommender Systems

Wentao Cheng, Zhida Qin, Zexue Wu, Pengzhan Zhou, Tianyu Huang

机构 * Beijing Institute of Technology（北京理工大学） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy（广东人工智能与数字经济实验室） ； Chongqing University（重庆大学） 纠错

Comments Accepted as a SIGIR'25 full paper

HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation

Hao Deng, Haibo Xing, Kanefumi Matsuyama, Yulei Huang, Jinxin Hu, Hong Wen, Jia Xu, Zulong Chen, Yu Zhang, Xiaoyi Zeng, Jing Zhang

Comments 6 pages, 3 figures, Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '25), July 13--18, 2025, Padua, Italy

Simulating Before Planning: Constructing Intrinsic User World Model for User-Tailored Dialogue Policy Planning

Tao He, Lizi Liao, Ming Liu, Bing Qin

机构 * Harbin Institute of Technology（哈尔滨工业大学） 纠错

Comments 11 pages, 6 figures, SIGIR 2025

Improving Sequential Recommenders through Counterfactual Augmentation of System Exposure

Ziqi Zhao, Zhaochun Ren, Jiyuan Yang, Zuming Yan, Zihan Wang, Liu Yang, Pengjie Ren, Zhumin Chen, Maarten de Rijke, Xin Xin

Comments accepted at SIGIR 2025 (Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval)

Improving LLM-powered Recommendations with Personalized Information

Jiahao Liu, Xueshuo Yan, Dongsheng Li, Guangping Zhang, Hansu Gu, Peng Zhang, Tun Lu, Li Shang, Ning Gu

Comments Accepted by SIGIR 2025, 7 pages

AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations

Jiahao Liu, Shengkang Gu, Dongsheng Li, Guangping Zhang, Mingzhe Han, Hansu Gu, Peng Zhang, Tun Lu, Li Shang, Ning Gu

Comments Accepted by SIGIR 2025, 6 pages

Unbiased Collaborative Filtering with Fair Sampling

Jiahao Liu, Dongsheng Li, Hansu Gu, Peng Zhang, Tun Lu, Li Shang, Ning Gu

Comments Accept by SIGIR 2025, 5 pages

InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning

Zheng Wang, Shu Xian Teo, Jun Jie Chew, Wei Shi

Comments This paper has been accepted by SIGIR 2025

CSMF: Cascaded Selective Mask Fine-Tuning for Multi-Objective Embedding-Based Retrieval

Hao Deng, Haibo Xing, Kanefumi Matsuyama, Moyu Zhang, Jinxin Hu, Hong Wen, Yu Zhang, Xiaoyi Zeng, Jing Zhang

Comments 10 pages, 8 figures, Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '25), July 13--18, 2025, Padua, Italy

FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference Optimization

Mingzhe Yu, Yunshan Ma, Lei Wu, Changshuo Wang, Xue Li, Lei Meng

Comments Accepted by SIGIR'25

Towards Lossless Token Pruning in Late-Interaction Retrieval Models

Yuxuan Zong, Benjamin Piwowarski

Comments Accepted at SIGIR 2025 Full Paper Track

Comprehending Knowledge Graphs with Large Language Models for Recommender Systems

Ziqiang Cui, Yunpeng Weng, Xing Tang, Fuyuan Lyu, Dugang Liu, Xiuqiang He, Chen Ma

Comments Accepted as a full paper by SIGIR'25

Optimizing Compound Retrieval Systems

Harrie Oosterhuis, Rolf Jagerman, Zhen Qin, Xuanhui Wang

Comments SIGIR 2025

Are Generative AI Agents Effective Personalized Financial Advisors?

Takehiro Takayanagi, Kiyoshi Izumi, Javier Sanz-Cruzado, Richard McCreadie, Iadh Ounis

Comments Accepted for presentation at SIGIR 2025

Constrained Auto-Regressive Decoding Constrains Generative Retrieval

Shiguang Wu, Zhaochun Ren, Xin Xin, Jiyuan Yang, Mengqi Zhang, Zhumin Chen, Maarten de Rijke, Pengjie Ren

Comments 13 pages, 6 figures, 2 tables, accepted by SIGIR 2025 (Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval)

SynthTRIPs: A Knowledge-Grounded Framework for Benchmark Query Generation for Personalized Tourism Recommenders

Ashmi Banerjee, Adithi Satish, Fitri Nur Aisyah, Wolfgang Wörndl, Yashar Deldjoo

Comments Accepted for publication at SIGIR 2025

A Reproducibility Study of Graph-Based Legal Case Retrieval

Gregor Donabauer, Udo Kruschwitz

Comments Preprint accepted at SIGIR 2025

Continual Text-to-Video Retrieval with Frame Fusion and Task-Aware Routing

Zecheng Zhao, Zhi Chen, Zi Huang, Shazia Sadiq, Tong Chen

Comments Accepted at SIGIR 2025

Diversity-aware Dual-promotion Poisoning Attack on Sequential Recommendation

Yuchuan Zhao, Tong Chen, Junliang Yu, Kai Zheng, Lizhen Cui, Hongzhi Yin

Comments Accepted by SIGIR 2025

Intent Representation Learning with Large Language Model for Recommendation

Yu Wang, Lei Sang, Yi Zhang, Yiwen Zhang

Comments Accepted by SIGIR 2025 Full Paper

Widening the Role of Group Recommender Systems with CAJO

Francesco Ricci, Amra Delić

Comments 10.5 pages opinion paper + references submitted to ACM SIGIR Forum for the upcoming issue in June 2025

Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation

Teng Shi, Jun Xu, Xiao Zhang, Xiaoxue Zang, Kai Zheng, Yang Song, Han Li

Comments Accepted by SIGIR 2025

Query Smarter, Trust Better? Exploring Search Behaviours for Verifying News Accuracy

David Elsweiler, Samy Ateia, Markus Bink, Gregor Donabauer, Marcos Fernández Pichel, Alexander Frummet, Udo Kruschwitz, David Losada, Bernd Ludwig, Selina Meyer, Noel Pascual Presa

Comments 12 pages, Pre-Print SIGIR 2025

Graph-Based Multimodal Contrastive Learning for Chart Question Answering

Yue Dai, Soyeon Caren Han, Wei Liu

Comments Accepted at SIGIR 2025

Squeeze and Excitation: A Weighted Graph Contrastive Learning for Collaborative Filtering

Zheyu Chen, Jinfeng Xu, Yutong Wei, Ziyue Peng

Comments Accepted by SIGIR 2025

AiReview: An Open Platform for Accelerating Systematic Reviews with LLMs

Xinyu Mao, Teerapong Leelanupab, Martin Potthast, Harrisen Scells, Guido Zuccon

Comments Accepted at SIGIR 2025

Collaboration and Controversy Among Experts: Rumor Early Detection by Tuning a Comment Generator

Bing Wang, Bingrui Zhao, Ximing Li, Changchun Li, Wanfu Gao, Shengsheng Wang

Comments 11 pages, 5 figures. Accepted by SIGIR 2025. Code: https://github.com/wangbing1416/CAMERED