Microsoft at SIGIR 2022

Is News Recommendation a Sequential Recommendation Task

Chuhan Wu, Fangzhao Wu, Tao Qi, Yongfeng Huang

MM-Rec: Visiolinguistic Model Empowered Multimodal News Recommendation

Chuhan Wu, Fangzhao Wu, Tao Qi, Chao Zhang, Yongfeng Huang, Tong Xu

News Recommendation with Candidate-aware User Modeling

Tao Qi, Fangzhao Wu, Chuhan Wu, Yongfeng Huang

P^3 Ranker: Mitigating the Gaps between Pre-training and Ranking Fine-tuning with Prompt-based Learning and Pre-finetuning

Xiaomeng Hu, Shi Yu, Chenyan Xiong, Zhenghao Liu, Zhiyuan Liu, Ge Yu

Task-Oriented Dialogue System as Natural Language Generation

Weizhi Wang, Zhirui Zhang, Junliang Guo, Yinpei Dai, Boxing Chen, Weihua Luo

FUM: Fine-grained and Fast User Modeling for News Recommendation

Tao Qi, Fangzhao Wu, Chuhan Wu, Yongfeng Huang

Microsoft New Future of Work Report 2022

Jaime Teevan, Nancy Baym, Jenna Butler, Brent Hecht, Sonia Jaffe, Kate Nowak, Abigail Sellen, Longqi Yang, Marcus Ash, Kagonya Awori, Mia Bruch, Piali Choudhury, Adam Coleman, Scott Counts, Shiraz Cupala, Mary Czerwinski, Ed Doran, Elizabeth Fetterolf, Mar Gonzalez Franco, Kunal Gupta, Aaron L Halfaker, Constance Hadley, Brian Houck, Kori Inkpen, Shamsi Iqbal, Eric Knudsen, Stacey Levine, Siân Lindley, Jennifer Neville, Jacki O'Neill, Rick Pollak, Victor Poznanski, Sean Rintel, Neha Parikh Shah, Siddharth Suri, Adam D. Troy, Mengting Wan

Human Preferences as Dueling bandits

Xinyi Yan, Chengxi Luo, Charles Clarke, Nick Craswell, Ellen Voorhees, Pablo Castells

A flexible framework for offline effectiveness metrics

Alistair Moffat, Joel Mackenzie, Paul Thomas, Leif Azzopardi

Where Do Queries Come From?

Marwah Alaofi, Luke Gallagher, Dana Mckay, Lauren L. Saling, Mark Sanderson, Falk Scholer, Damiano Spina, Ryen W. White

Inconsistent Ranking Assumptions in Medical Search and Their Downstream Consequences

Daniel Cohen, Kevin Du, Bhaskar Mitra, Laura Mercurio, Navid Rekabsaz, Carsten Eickhoff

Geometric Disentangled Collaborative Filtering

Yiding Zhang, Chaozhuo Li, Xing Xie, Xiao Wang, Chuan Shi, Yuming Liu, Hao Sun, Liangjie Zhang, Weiwei Deng, Qi Zhang

ProFairRec: Provider Fairness-aware News Recommendation

Tao Q, Fangzhao Wu, Chuhan Wu, Peijie Sun, Le Wu, Xiting Wang, Yongfeng Huang, Xing Xie

Too Many Relevants: Whither Cranfield Test Collections?

Ellen Voorhees, Nick Craswell, Jimmy Lin

Fostering Coopetition While Plugging Leaks: The Design and Implementation of the MS MARCO Leaderboards

Jimmy Lin, Daniel Campos, Nick Craswell, Bhaskar Mitra, Emine Yilmaz

Modern baselines for SPARQL Semantic Parsing

Debayan Banerjee, Pranav Ajit Nair, Jivat Neet Kaur, Ricardo Usbeck, Chris Biemann

Distill-VQ: Learning Retrieval Oriented Vector Quantization by Distilling Knowledge from Dense Embeddings

Shitao Xiao, Zheng Liu, Weihao Han, Jianjin Zhang, Defu Lian, Yeyun Gong, Qi Chen, Fan Yang, Hao Sun, Yingxia Shao, Xing Xie

Ada-Ranker: A Data Distribution Adaptive Ranking Paradigm for Sequential Recommendation

Xinyan Fan, Jianxun Lian, Wayne Xin Zhao, Zheng Liu, Chaozhuo Li, Xing Xie

Joint Multisided Exposure Fairness for Recommendation

Bhaskar Mitra, Haolun Wu, Chen Ma, Fernando Diaz, Xue Liu

Introducing Problem Schema with Hierarchical Exercise Graph for Knowledge Tracing

Hanshuang Tong, Yun Zhou, Zhen Wang, Qi Liu, Shiwei Tong, Wenyuan Han