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Morphologically Aware Word-Level Translation

Nov 15, 2020
Paula Czarnowska, Sebastian Ruder, Ryan Cotterell, Ann Copestake

* COLING 2020 

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Long Range Arena: A Benchmark for Efficient Transformers

Nov 08, 2020
Yi Tay, Mostafa Dehghani, Samira Abnar, Yikang Shen, Dara Bahri, Philip Pham, Jinfeng Rao, Liu Yang, Sebastian Ruder, Donald Metzler


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Rethinking embedding coupling in pre-trained language models

Oct 24, 2020
Hyung Won Chung, Thibault FĂ©vry, Henry Tsai, Melvin Johnson, Sebastian Ruder


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AdapterHub: A Framework for Adapting Transformers

Jul 15, 2020
Jonas Pfeiffer, Andreas Rücklé, Clifton Poth, Aishwarya Kamath, Ivan Vulić, Sebastian Ruder, Kyunghyun Cho, Iryna Gurevych


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MAD-X: An Adapter-based Framework for Multi-task Cross-lingual Transfer

Apr 30, 2020
Jonas Pfeiffer, Ivan Vulić, Iryna Gurevych, Sebastian Ruder


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A Call for More Rigor in Unsupervised Cross-lingual Learning

Apr 30, 2020
Mikel Artetxe, Sebastian Ruder, Dani Yogatama, Gorka Labaka, Eneko Agirre

* ACL 2020 

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AxCell: Automatic Extraction of Results from Machine Learning Papers

Apr 29, 2020
Marcin Kardas, Piotr Czapla, Pontus Stenetorp, Sebastian Ruder, Sebastian Riedel, Ross Taylor, Robert Stojnic


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XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization

Apr 10, 2020
Junjie Hu, Sebastian Ruder, Aditya Siddhant, Graham Neubig, Orhan Firat, Melvin Johnson


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Are All Good Word Vector Spaces Isomorphic?

Apr 08, 2020
Ivan Vulić, Sebastian Ruder, Anders Søgaard

* Equal contribution from all three authors 

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On the Cross-lingual Transferability of Monolingual Representations

Oct 25, 2019
Mikel Artetxe, Sebastian Ruder, Dani Yogatama


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MultiFiT: Efficient Multi-lingual Language Model Fine-tuning

Sep 10, 2019
Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kardas, Sylvain Gugger, Jeremy Howard

* Proceedings of EMNLP-IJCNLP 2019 

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What do Deep Networks Like to Read?

Sep 10, 2019
Jonas Pfeiffer, Aishwarya Kamath, Iryna Gurevych, Sebastian Ruder


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Don't Forget the Long Tail! A Comprehensive Analysis of Morphological Generalization in Bilingual Lexicon Induction

Sep 06, 2019
Paula Czarnowska, Sebastian Ruder, Edouard Grave, Ryan Cotterell, Ann Copestake

* EMNLP 2019 

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Episodic Memory in Lifelong Language Learning

Jun 03, 2019
Cyprien de Masson d'Autume, Sebastian Ruder, Lingpeng Kong, Dani Yogatama


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To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks

Mar 14, 2019
Matthew Peters, Sebastian Ruder, Noah A. Smith


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How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions

Feb 01, 2019
Goran Glavas, Robert Litschko, Sebastian Ruder, Ivan Vulic


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A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks

Nov 26, 2018
Victor Sanh, Thomas Wolf, Sebastian Ruder

* 8 pages, 1 figure, To appear in Proceedings of AAAI 2019 

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Off-the-Shelf Unsupervised NMT

Nov 06, 2018
Chris Hokamp, Sebastian Ruder, John Glover


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A Discriminative Latent-Variable Model for Bilingual Lexicon Induction

Oct 25, 2018
Sebastian Ruder, Ryan Cotterell, Yova Kementchedjhieva, Anders Søgaard

* Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing 

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Generalizing Procrustes Analysis for Better Bilingual Dictionary Induction

Sep 14, 2018
Yova Kementchedjhieva, Sebastian Ruder, Ryan Cotterell, Anders Søgaard


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Universal Language Model Fine-tuning for Text Classification

May 23, 2018
Jeremy Howard, Sebastian Ruder

* ACL 2018, fixed denominator in Equation 3, line 3 

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On the Limitations of Unsupervised Bilingual Dictionary Induction

May 09, 2018
Anders Søgaard, Sebastian Ruder, Ivan Vulić

* ACL 2018 

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Strong Baselines for Neural Semi-supervised Learning under Domain Shift

Apr 25, 2018
Sebastian Ruder, Barbara Plank

* ACL 2018 

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Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces

Apr 09, 2018
Isabelle Augenstein, Sebastian Ruder, Anders Søgaard

* To appear at NAACL 2018 (long) 

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360° Stance Detection

Apr 03, 2018
Sebastian Ruder, John Glover, Afshin Mehrabani, Parsa Ghaffari

* Proceedings of NAACL-HLT 2018: System Demonstrations 

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Learning what to share between loosely related tasks

Jan 16, 2018
Sebastian Ruder, Joachim Bingel, Isabelle Augenstein, Anders Søgaard

* 12 pages, 3 figures, 6 tables 

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A Survey Of Cross-lingual Word Embedding Models

Oct 18, 2017
Sebastian Ruder, Ivan Vulić, Anders Søgaard

* Very heavily improved and revised version 

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Learning to select data for transfer learning with Bayesian Optimization

Jul 17, 2017
Sebastian Ruder, Barbara Plank

* EMNLP 2017. Code available at: https://github.com/sebastianruder/learn-to-select-data 

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