---
title: "SIGIR 2025 — all accepted papers with summaries and citations"
description: "All 540 papers of SIGIR 2025 · page 1 of 6, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/international-acm-sigir-conference-on-research-and-development-in-information/2025/papers/"
---
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# SIGIR 2025: all accepted papers

540 papers · page 1 of 6 · the most cited first · [← SIGIR 2025](https://md.research.elamur.ai/free/en/venues/international-acm-sigir-conference-on-research-and-development-in-information/2025/)

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1. **[Intent-aware Diffusion with Contrastive Learning for Sequential Recommendation ↗](https://doi.org/10.1145/3726302.3730010)**Yuanpeng Qu, Hajime Nobuhara*26 citations*
2. **[Parametric Retrieval Augmented Generation ↗](https://doi.org/10.1145/3726302.3729957)**Weihang Su, Yichen Tang, Qingyao Ai et al.*25 citations*
3. **[Rankers, Judges, and Assistants: Towards Understanding the Interplay of LLMs in Information Retrieval Evaluation ↗](https://doi.org/10.1145/3726302.3730348)**Krisztian Balog, Donald Metzler, Zhen Qin*23 citations*
4. **[Unveiling Contrastive Learning's Capability of Neighborhood Aggregation for Collaborative Filtering ↗](https://doi.org/10.1145/3726302.3730111)**Yu Zhang, Yiwen Zhang, Yi Jun Zhang et al.*23 citations*
5. **[COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal Recommendation ↗](https://doi.org/10.1145/3726302.3729927)**Jinfeng Xu, Zheyu Chen, Wei Wang et al.*22 citations*
6. **[Theory and Toolkits for User Simulation in the Era of Generative AI: User Modeling, Synthetic Data Generation, and System Evaluation ↗](https://doi.org/10.1145/3726302.3731697)**Krisztian Balog, Nolwenn Bernard, Saber Zerhoudi et al.*22 citations*
7. **[Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation ↗](https://doi.org/10.1145/3726302.3729911)**Qidong Liu, Xiangyu Zhao, Yejing Wang et al.*21 citations*
8. **[Multi-Modal Multi-Behavior Sequential Recommendation with Conditional Diffusion-Based Feature Denoising ↗](https://doi.org/10.1145/3726302.3730044)**Xiaoxi Cui, Weihai Lu, Yu Tong et al.*21 citations*
9. **[LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation ↗](https://doi.org/10.1145/3726302.3730340)**Haitao Li, Yifan Chen, Yiran Hu et al.*20 citations*
10. **[The Truth Becomes Clearer Through Debate! Multi-Agent Systems with Large Language Models Unmask Fake News ↗](https://doi.org/10.1145/3726302.3730092)**Yuhan Liu, Yuxuan Liu, Xiaoqing Zhang et al.*20 citations*
11. **[Do LLMs Memorize Recommendation Datasets? A Preliminary Study on MovieLens-1M ↗](https://doi.org/10.1145/3726302.3730178)**Dario Di Palma, Felice Antonio Merra, Maurizio Sfilio et al.*18 citations*
12. **[Intent Representation Learning with Large Language Model for Recommendation ↗](https://doi.org/10.1145/3726302.3730011)**Yu Wang, Lei Sang, Yi Jun Zhang et al.*18 citations*
13. **[Improving LLM-powered Recommendations with Personalized Information ↗](https://doi.org/10.1145/3726302.3730211)**Jiahao Liu, Xueshuo Yan, Dongsheng Li et al.*17 citations*
14. **[Comprehending Knowledge Graphs with Large Language Models for Recommender Systems ↗](https://doi.org/10.1145/3726302.3729932)**Ziqiang Cui, Yunpeng Weng, Xing Jia Tang et al.*16 citations*
15. **[Squeeze and Excitation: A Weighted Graph Contrastive Learning for Collaborative Filtering ↗](https://doi.org/10.1145/3726302.3730251)**Zheyu Chen, Jinfeng Xu, Yutong Wei et al.*16 citations*
16. **[Diffusion-based Multi-modal Synergy Interest Network for Click-through Rate Prediction ↗](https://doi.org/10.1145/3726302.3729949)**Xiaoxi Cui, Weihai Lu, Yu Tong et al.*15 citations*
17. **[Hypercomplex Knowledge Graph-Aware Recommendation ↗](https://doi.org/10.1145/3726302.3730001)**Anchen Li, Bo Xiong Yang, Huan Huo et al.*15 citations*
18. **[Order-agnostic Identifier for Large Language Model-based Generative Recommendation ↗](https://doi.org/10.1145/3726302.3730053)**Xinyu Lin, H. C. Shi, Wenjie Wang et al.*15 citations*
19. **[Scaling Sparse and Dense Retrieval in Decoder-Only LLMs ↗](https://doi.org/10.1145/3726302.3730225)**Hansi Zeng, Julian Killingback, Hamed Zamani*15 citations*
20. **[Agentic Feedback Loop Modeling Improves Recommendation and User Simulation ↗](https://doi.org/10.1145/3726302.3729893)**Shihao Cai, Jizhi Zhang, Keqin Bao et al.*14 citations*
21. **[Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation ↗](https://doi.org/10.1145/3726302.3730055)**Jieyong Kim, Hyunseo Kim, Hyunjin Cho et al.*14 citations*
22. **[The Great Nugget Recall: Automating Fact Extraction and RAG Evaluation with Large Language Models ↗](https://doi.org/10.1145/3726302.3730090)**Ronak Pradeep, Nandan Thakur, Shivani Upadhyay et al.*14 citations*
23. **[Toward Holistic Evaluation of Recommender Systems Powered by Generative Models ↗](https://doi.org/10.1145/3726302.3730354)**Yashar Deldjoo, Nikhil Mehta, Maheswaran Sathiamoorthy et al.*14 citations*
24. **[MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems ↗](https://doi.org/10.1145/3726302.3730040)**Yibiao Wei, Jie Zou, Weikang Guo et al.*13 citations*
25. **[A Human-AI Comparative Analysis of Prompt Sensitivity in LLM-Based Relevance Judgment ↗](https://doi.org/10.1145/3726302.3730159)**Negar Arabzadeh, Charles L. A. Clarke*12 citations*
26. **[Conversational Gold: Evaluating Personalized Conversational Search System Using Gold Nuggets ↗](https://doi.org/10.1145/3726302.3730316)**Zahra Abbasiantaeb, Simon Lupart, Leif A. Azzopardi et al.*12 citations*
27. **[Generative Recommender with End-to-End Learnable Item Tokenization ↗](https://doi.org/10.1145/3726302.3729989)**Enze Liu, Bowen Zheng, Cheng Ling et al.*12 citations*
28. **[Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing ↗](https://doi.org/10.1145/3726302.3730018)**Diji Yang, Linda Zeng, Jinmeng Rao et al.*12 citations*
29. **[STAR-Rec: Making Peace with Length Variance and Pattern Diversity in Sequential Recommendation ↗](https://doi.org/10.1145/3726302.3730087)**Maolin Wang, Sheng Zhang, Ruocheng Guo et al.*12 citations*
30. **[AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations ↗](https://doi.org/10.1145/3726302.3730161)**Jiahao Liu, Shengkang Gu, Dongsheng Li et al.*11 citations*
31. **[Benchmarking LLM-based Relevance Judgment Methods ↗](https://doi.org/10.1145/3726302.3730305)**Negar Arabzadeh, Charles L. A. Clarke*11 citations*
32. **[Beyond Whole Dialogue Modeling: Contextual Disentanglement for Conversational Recommendation ↗](https://doi.org/10.1145/3726302.3729903)**Guojia An, Jie Zou, Jiwei Wei et al.*11 citations*
33. **[Data Augmentation as Free Lunch: Exploring the Test-Time Augmentation for Sequential Recommendation ↗](https://doi.org/10.1145/3726302.3729943)**Yizhou Dang, Yuting Liu, Enneng Yang et al.*11 citations*
34. **[FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation ↗](https://doi.org/10.1145/3726302.3729977)**Mingzhe Han, Dongsheng Li, Jiafeng Xia et al.*11 citations*
35. **[JuDGE: Benchmarking Judgment Document Generation for Chinese Legal System ↗](https://doi.org/10.1145/3726302.3730295)**Weihang Su, Baoqing Yue, Qingyao Ai et al.*11 citations*
36. **[LLM-Assisted Relevance Assessments: When Should We Ask LLMs for Help? ↗](https://doi.org/10.1145/3726302.3729916)**Rikiya Takehi, Ellen M. Voorhees, Tetsuya Sakai et al.*11 citations*
37. **[Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation ↗](https://doi.org/10.1145/3726302.3730075)**Teng Shi, Jun Xu, Xiao Zhang et al.*11 citations*
38. **[AlphaFuse: Learn ID Embeddings for Sequential Recommendation in Null Space of Language Embeddings ↗](https://doi.org/10.1145/3726302.3729894)**Guoqing Hu, An Zhang, Shuo Liu et al.*10 citations*
39. **[Dynamic and Parametric Retrieval-Augmented Generation ↗](https://doi.org/10.1145/3726302.3731692)**Weihang Su, Qingyao Ai, Jingtao Zhan et al.*10 citations*
40. **[Invariance Matters: Empowering Social Recommendation via Graph Invariant Learning ↗](https://doi.org/10.1145/3726302.3730013)**Yonghui Yang, Le Wu, Yuxin Liao et al.*10 citations*
41. **[PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation ↗](https://doi.org/10.1145/3726302.3730238)**Chenglong Ma, Ziqi Xu, Yongli Ren et al.*10 citations*
42. **[RankLLM: A Python Package for Reranking with LLMs ↗](https://doi.org/10.1145/3726302.3730331)**Sahel Sharifymoghaddam, Ronak Pradeep, Andre Slavescu et al.*10 citations*
43. **[A New HOPE: Domain-agnostic Automatic Evaluation of Text Chunking ↗](https://doi.org/10.1145/3726302.3729882)**Henrik Brådland, Morten Goodwin, Per‐Arne Andersen et al.*9 citations*
44. **[A Pattern-Driven Information Diffusion Prediction Model Based on Multisource Resonance and Cognitive Adaptation ↗](https://doi.org/10.1145/3726302.3729883)**Weikang He, Yunpeng Xiao, Mengyang Huang et al.*9 citations*
45. **[Are Generative AI Agents Effective Personalized Financial Advisors? ↗](https://doi.org/10.1145/3726302.3729897)**Takehiro Takayanagi, Kiyoshi Izumi, Javier Sanz-Cruzado et al.*9 citations*
46. **[Bridging the Gap: From Ad-hoc to Proactive Search in Conversations ↗](https://doi.org/10.1145/3726302.3729915)**Chuan Meng, Francesco Tonolini, Fengran Mo et al.*9 citations*
47. **[CG-RAG: Research Question Answering by Citation Graph Retrieval-Augmented LLMs ↗](https://doi.org/10.1145/3726302.3729920)**Yuntong Hu, Zhihan Lei, Zhongjie Dai et al.*9 citations*
48. **[Dynamic Superblock Pruning for Fast Learned Sparse Retrieval ↗](https://doi.org/10.1145/3726302.3730183)**Parker Carlson, Wentai Xie, Shanxiu He et al.*9 citations*
49. **[Efficient Re-ranking with Cross-encoders via Early Exit ↗](https://doi.org/10.1145/3726302.3729962)**Francesco Busolin, Claudio Lucchese, Franco Maria Nardini et al.*9 citations*
50. **[FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference Optimization ↗](https://doi.org/10.1145/3726302.3729976)**Mingzhe Yu, Yunshan Ma, Lei Wu et al.*9 citations*
51. **[Gaming for Boundary: Elastic Localization for Frame-Supervised Video Moment Retrieval ↗](https://doi.org/10.1145/3726302.3729984)**Hao Liu, Yupeng Hu, Kun Wang et al.*9 citations*
52. **[How Users Interact with Generative Information Retrieval Systems: A Study of User Behavior and Search Experience ↗](https://doi.org/10.1145/3726302.3729998)**Yidong Liang, Zhijing Wu, Fan Zhang et al.*9 citations*
53. **[Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models ↗](https://doi.org/10.1145/3726302.3730059)**Yuhao Wang, Junwei Pan, Pengyue Jia et al.*9 citations*
54. **[Robust Fine-tuning for Retrieval Augmented Generation against Retrieval Defects ↗](https://doi.org/10.1145/3726302.3730078)**Y. L. Tu, Weihang Su, Yujia Zhou et al.*9 citations*
55. **[Adaptive Structure Learning with Partial Parameter Sharing for Post-Click Conversion Rate Prediction ↗](https://doi.org/10.1145/3726302.3729887)**Chunyuan Zheng, Hang Pan, Yang Zhang et al.*8 citations*
56. **[Continual Text-to-Video Retrieval with Frame Fusion and Task-Aware Routing ↗](https://doi.org/10.1145/3726302.3729936)**Zecheng Zhao, Zhi Chen, Zi Helen Huang et al.*8 citations*
57. **[Conversational Search: From Fundamentals to Frontiers in the LLM Era ↗](https://doi.org/10.1145/3726302.3731686)**Fengran Mo, Chuan Meng, Mohammad Aliannejadi et al.*8 citations*
58. **[Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarios ↗](https://doi.org/10.1145/3726302.3729953)**Jiwan Kim, Hongseok Kang, Sein Kim et al.*8 citations*
59. **[Enhancing New-item Fairness in Dynamic Recommender Systems ↗](https://doi.org/10.1145/3726302.3729969)**Huizhong Guo, Zhu Sun, Dongxia Wang et al.*8 citations*
60. **[Generative Auto-Bidding with Value-Guided Explorations ↗](https://doi.org/10.1145/3726302.3729987)**Jingtong Gao, Yewen Li, Shuai Mao et al.*8 citations*
61. **[MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation ↗](https://doi.org/10.1145/3726302.3730288)**Qinhan Yu, Zhiyou Xiao, Binghui Li et al.*8 citations*
62. **[Queries Are Not Alone: Clustering Text Embeddings for Video Search ↗](https://doi.org/10.1145/3726302.3730066)**Peiyang Liu, Xi Wang, Ziqiang Cui et al.*8 citations*
63. **[TIREx Tracker: The Information Retrieval Experiment Tracker ↗](https://doi.org/10.1145/3726302.3730297)**Tim Hagen, Maik Fröbe, Jan Heinrich Reimer et al.*8 citations*
64. **[Towards Interest Drift-driven User Representation Learning in Sequential Recommendation ↗](https://doi.org/10.1145/3726302.3730099)**X Z Lin, Weike Pan, Zhong Ming*8 citations*
65. **[WARP: An Efficient Engine for Multi-Vector Retrieval ↗](https://doi.org/10.1145/3726302.3729904)**Jan Luca Scheerer, Matei Zaharia, Christopher E. Potts et al.*8 citations*
66. **[Adaptive Orchestration of Modular Generative Information Access Systems ↗](https://doi.org/10.1145/3726302.3730351)**Mohanna Hoveyda, Harrie Oosterhuis, Arjen P. de Vries et al.*7 citations*
67. **[CD-CDR: Conditional Diffusion-based Item Generation for Cross-Domain Recommendation ↗](https://doi.org/10.1145/3726302.3729918)**Hanyu Li, Jiayu Li, Weizhi Ma et al.*7 citations*
68. **[CSRec: Rethinking Sequential Recommendation from A Causal Perspective. ↗](https://doi.org/10.1145/3726302.3729940)**Xiaoyu Liu, Jiaxin Yuan, Yuhang Zhou et al.*7 citations*
69. **[DiSCo: LLM Knowledge Distillation for Efficient Sparse Retrieval in Conversational Search ↗](https://doi.org/10.1145/3726302.3729966)**Simon Lupart, Mohammad Aliannejadi, Evangelos Kanoulas*7 citations*
70. **[Effective Inference-Free Retrieval for Learned Sparse Representations ↗](https://doi.org/10.1145/3726302.3730185)**Franco Maria Nardini, Thong Duy-Minh Nguyen, Cosimo Rulli et al.*7 citations*
71. **[Embracing Plasticity: Balancing Stability and Plasticity in Continual Recommender Systems ↗](https://doi.org/10.1145/3726302.3729964)**Hyunsik Yoo, SeongKu Kang, Ruizhong Qiu et al.*7 citations*
72. **[FIM: Frequency-Aware Multi-View Interest Modeling for Local-Life Service Recommendation ↗](https://doi.org/10.1145/3726302.3729978)**Guoquan Wang, Qiang Luo, Weisong Hu et al.*7 citations*
73. **[Fact Verification in Knowledge Graphs Using LLMs ↗](https://doi.org/10.1145/3726302.3730142)**Farzad Shami, Stefano Marchesin, Gianmaria Silvello*7 citations*
74. **[GINGER: Grounded Information Nugget-Based Generation of Responses ↗](https://doi.org/10.1145/3726302.3730166)**Weronika Łajewska, Krisztian Balog*7 citations*
75. **[HeterRec: Heterogeneous Information Transformer for Scalable Sequential Recommendation ↗](https://doi.org/10.1145/3726302.3730206)**Hao Deng, Haibo Xing, Kanefumi Matsuyama et al.*7 citations*
76. **[Hypencoder: Hypernetworks for Information Retrieval ↗](https://doi.org/10.1145/3726302.3729983)**Julian Killingback, Hansi Zeng, Hamed Zamani*7 citations*
77. **[LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation ↗](https://doi.org/10.1145/3726302.3730027)**Beizhe Hu, Qiang Sheng, Juan Cao et al.*7 citations*
78. **[Large Language Model Relevance Assessors Agree With One Another More Than With Human Assessors ↗](https://doi.org/10.1145/3726302.3730218)**Maik Fröbe, Andrew Parry, Ferdinand Schlatt et al.*7 citations*
79. **[PaRT: Enhancing Proactive Social Chatbots with Personalized Real-Time Retrieval ↗](https://doi.org/10.1145/3726302.3731946)**Zihan Niu, Zheyong Xie, Shaosheng Cao et al.*7 citations*
80. **[Process-Supervised LLM Recommenders via Flow-guided Tuning ↗](https://doi.org/10.1145/3726302.3729981)**Chongming Gao, Ming Gao, Chenxiao Fan et al.*7 citations*
81. **[ProtChatGPT: Towards Understanding Proteins with Hybrid Representation and Large Language Models ↗](https://doi.org/10.1145/3726302.3730064)**Chao Wang, Hehe Fan, Ruijie Quan et al.*7 citations*
82. **[Qilin: A Multimodal Information Retrieval Dataset with APP-level User Sessions ↗](https://doi.org/10.1145/3726302.3730279)**Jia Chen, Qian Dong, Haitao Li et al.*7 citations*
83. **[Resource for Error Analysis in Text Simplification: New Taxonomy and Test Collection ↗](https://doi.org/10.1145/3726302.3730304)**Benjamin Vendeville, Ермакова Лиана Магдановна, Pierre De Loor*7 citations*
84. **[Some Things Never Change: Overcoming Persistent Challenges in Children IR ↗](https://doi.org/10.1145/3726302.3730270)**Maria Soledad Pera, Theo W. C. Huibers, Emiliana Murgia et al.*7 citations*
85. **[SynthTRIPs: A Knowledge-Grounded Framework for Benchmark Data Generation for Personalized Tourism Recommenders ↗](https://doi.org/10.1145/3726302.3730321)**Ashmi Banerjee, Adithi Satish, Fitri Nur Aisyah et al.*7 citations*
86. **[The Viability of Crowdsourcing for RAG Evaluation ↗](https://doi.org/10.1145/3726302.3730093)**Lukas Gienapp, Tim Hagen, Maik Fröbe et al.*7 citations*
87. **[Towards Distribution Matching between Collaborative and Language Spaces for Generative Recommendation ↗](https://doi.org/10.1145/3726302.3730098)**Yi Jun Zhang, Yiwen Zhang, Yu Wang et al.*7 citations*
88. **[Unleashing the Potential of Diffusion Models Towards Diversified Sequential Recommendations ↗](https://doi.org/10.1145/3726302.3730109)**Zhuo Cai, Shoujin Wang, Victor W. Chu et al.*7 citations*
89. **[A Knowledge Extraction Framework on Cyber Threat Reports with Enhanced Security Profiles ↗](https://doi.org/10.1145/3726302.3729880)**Yongxin Cai, Jing Qiu, Fan Zhang et al.*6 citations*
90. **[Adaptive Graph Integration for Cross-Domain Recommendation via Heterogeneous Graph Coordinators ↗](https://doi.org/10.1145/3726302.3729886)**Hengyu Zhang, Chunxu Shen, Xiangguo Sun et al.*6 citations*
91. **[Assessing Support for the TREC 2024 RAG Track: A Large-Scale Comparative Study of LLM and Human Evaluations ↗](https://doi.org/10.1145/3726302.3730165)**Nandan Thakur, Ronak Pradeep, Shivani Upadhyay et al.*6 citations*
92. **[BM25 and all that — a look back ↗](https://doi.org/10.1145/3726302.3729905)**Stephen E. Robertson*6 citations*
93. **[Clarifying Ambiguities: on the Role of Ambiguity Types in Prompting Methods for Clarification Generation ↗](https://doi.org/10.1145/3726302.3729922)**Anfu Tang, Laure Soulier, Vincent Guigue*6 citations*
94. **[CoMaPOI: A Collaborative Multi-Agent Framework for Next POI Prediction Bridging the Gap Between Trajectory and Language ↗](https://doi.org/10.1145/3726302.3729930)**Lin Zhong, Lingzhi Wang, Xu Yang et al.*6 citations*
95. **[CoachGPT: A Scaffolding-based Academic Writing Assistant ↗](https://doi.org/10.1145/3726302.3730143)**F.L. Chen, Sotheara Veng, Joshua Wilson et al.*6 citations*
96. **[Constructing and Evaluating Declarative RAG Pipelines in PyTerrier ↗](https://doi.org/10.1145/3726302.3730150)**Craig Macdonald, Jinyuan Fang, Andrew Parry et al.*6 citations*
97. **[D ata R ec : A Python Library for Standardized and Reproducible Data Management in Recommender Systems ↗](https://doi.org/10.1145/3726302.3730320)**Alberto Carlo Maria Mancino, Salvatore Bufi, Angela Di Fazio et al.*6 citations*
98. **[DIFF: Dual Side-Information Filtering and Fusion for Sequential Recommendation ↗](https://doi.org/10.1145/3726302.3729948)**H. J. Kim, Minjin Choi, Sunkyung Lee et al.*6 citations*
99. **[Diffusion Augmented Retrieval: A Training-Free Approach to Interactive Text-to-Image Retrieval ↗](https://doi.org/10.1145/3726302.3729950)**Zijun Long, Kangheng Liang, Gerardo Aragón-Camarasa et al.*6 citations*
100. **[Disentangled Graph Debiasing for Next POI Recommendation ↗](https://doi.org/10.1145/3726302.3729952)**Hailun Zhou, Jiajie Xu, Qiaoming Zhu et al.*6 citations*

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