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How Different are Pre-trained Transformers for Text Ranking?



David Rau , Jaap Kamps

* ECIR 2022 

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HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of Documents



Hosein Azarbonyad , Mostafa Dehghani , Tom Kenter , Maarten Marx , Jaap Kamps , Maarten de Rijke

* IEEE Transactions on Knowledge and Data Engineering 

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Learning to Rank from Samples of Variable Quality



Mostafa Dehghani , Jaap Kamps

* Presented at The First International SIGIR2016 Workshop on Learning From Limited Or Noisy Data For Information Retrieval. arXiv admin note: substantial text overlap with arXiv:1711.02799 

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Fidelity-Weighted Learning



Mostafa Dehghani , Arash Mehrjou , Stephan Gouws , Jaap Kamps , Bernhard Schölkopf

* Published as a conference paper at ICLR 2018 

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Avoiding Your Teacher's Mistakes: Training Neural Networks with Controlled Weak Supervision



Mostafa Dehghani , Aliaksei Severyn , Sascha Rothe , Jaap Kamps


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Learning to Learn from Weak Supervision by Full Supervision



Mostafa Dehghani , Aliaksei Severyn , Sascha Rothe , Jaap Kamps

* Accepted at NIPS Workshop on Meta-Learning (MetaLearn 2017), Long Beach, CA, USA 

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Words are Malleable: Computing Semantic Shifts in Political and Media Discourse



Hosein Azarbonyad , Mostafa Dehghani , Kaspar Beelen , Alexandra Arkut , Maarten Marx , Jaap Kamps

* In Proceedings of the 26th ACM International on Conference on Information and Knowledge Management (CIKM2017) 

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Share your Model instead of your Data: Privacy Preserving Mimic Learning for Ranking



Mostafa Dehghani , Hosein Azarbonyad , Jaap Kamps , Maarten de Rijke

* SIGIR 2017 Workshop on Neural Information Retrieval (Neu-IR'17)}{}{August 7--11, 2017, Shinjuku, Tokyo, Japan 

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Neural Ranking Models with Weak Supervision



Mostafa Dehghani , Hamed Zamani , Aliaksei Severyn , Jaap Kamps , W. Bruce Croft

* In proceedings of The 40th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR2017) 

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On Horizontal and Vertical Separation in Hierarchical Text Classification



Mostafa Dehghani , Hosein Azarbonyad , Jaap Kamps , Maarten Marx

* Full paper (10 pages) accepted for publication in proceedings of ACM SIGIR International Conference on the Theory of Information Retrieval (ICTIR'16) 

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