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2020 – today
- 2023
[i68]Shamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele, Nedjma Ousidhoum, David Ifeoluwa Adelani, Seid Muhie Yimam, Ibrahim Said Ahmad, Meriem Beloucif, Saif Mohammad, Sebastian Ruder, Oumaima Hourrane, Pavel Brazdil, Felermino Dário Mário António Ali, Davis David, Salomey Osei, Bello Shehu Bello, Falalu Ibrahim, Tajuddeen Gwadabe, Samuel Rutunda, Tadesse Destaw Belay, Wendimu Baye Messelle, Hailu Beshada Balcha, Sisay Adugna Chala, Hagos Tesfahun Gebremichael, Bernard Opoku, Steven Arthur:
AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languages. CoRR abs/2302.08956 (2023)- [i67]Jonas Pfeiffer, Sebastian Ruder, Ivan Vulic, Edoardo Maria Ponti:
Modular Deep Learning. CoRR abs/2302.11529 (2023) - 2022
- [c53]Yanan Zheng, Jing Zhou, Yujie Qian, Ming Ding, Chonghua Liao, Li Jian, Ruslan Salakhutdinov, Jie Tang, Sebastian Ruder, Zhilin Yang:
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding. ACL (1) 2022: 501-516 - [c52]Xinyi Wang, Sebastian Ruder, Graham Neubig:
Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation. ACL (1) 2022: 863-877 - [c51]Sebastian Ruder, Ivan Vulic, Anders Søgaard:
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold. ACL (Findings) 2022: 2340-2354 - [c50]Alham Fikri Aji, Genta Indra Winata, Fajri Koto, Samuel Cahyawijaya, Ade Romadhony, Rahmad Mahendra, Kemal Kurniawan, David Moeljadi, Radityo Eko Prasojo, Timothy Baldwin, Jey Han Lau, Sebastian Ruder:
One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia. ACL (1) 2022: 7226-7249 - [c49]Michael Tänzer, Sebastian Ruder, Marek Rei:
Memorisation versus Generalisation in Pre-trained Language Models. ACL (1) 2022: 7564-7578 - [c48]David Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder, Shruti Rijhwani, Michael Beukman, Chester Palen-Michel, Constantine Lignos, Jesujoba O. Alabi, Shamsuddeen Hassan Muhammad, Peter Nabende, Cheikh M. Bamba Dione, Andiswa Bukula, Rooweither Mabuya, Bonaventure F. P. Dossou, Blessing K. Sibanda, Happy Buzaaba, Jonathan Mukiibi, Godson Kalipe, Derguene Mbaye, Amelia V. Taylor, Fatoumata Ouoba Kabore, Chris Chinenye Emezue, Aremu Anuoluwapo, Perez Ogayo, Catherine Gitau, Edwin Munkoh-Buabeng, Victoire Memdjokam Koagne, Allahsera Auguste Tapo, Tebogo Macucwa, Vukosi Marivate, Elvis Mboning, Tajuddeen Gwadabe, Tosin P. Adewumi, Orevaoghene Ahia, Joyce Nakatumba-Nabende, Neo L. Mokono, Ignatius Ezeani, Chiamaka Chukwuneke, Mofetoluwa Adeyemi, Gilles Hacheme, Idris Abdulmumin, Odunayo Ogundepo, Oreen Yousuf, Tatiana Moteu Ngoli, Dietrich Klakow:
MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition. EMNLP 2022: 4488-4508 - [c47]Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord, Sebastian Ruder:
Hyper-X: A Unified Hypernetwork for Multi-Task Multilingual Transfer. EMNLP 2022: 7934-7949 - [c46]Vamsi Aribandi, Yi Tay, Tal Schuster, Jinfeng Rao, Huaixiu Steven Zheng, Sanket Vaibhav Mehta, Honglei Zhuang, Vinh Q. Tran, Dara Bahri, Jianmo Ni, Jai Prakash Gupta, Kai Hui, Sebastian Ruder, Donald Metzler:
ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning. ICLR 2022 - [c45]Yi Tay, Vinh Q. Tran, Sebastian Ruder, Jai Prakash Gupta, Hyung Won Chung, Dara Bahri, Zhen Qin, Simon Baumgartner, Cong Yu, Donald Metzler:
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization. ICLR 2022 - [c44]Alexis Conneau, Ankur Bapna, Yu Zhang, Min Ma, Patrick von Platen, Anton Lozhkov, Colin Cherry, Ye Jia, Clara Rivera, Mihir Kale, Daan van Esch, Vera Axelrod, Simran Khanuja, Jonathan H. Clark, Orhan Firat, Michael Auli, Sebastian Ruder, Jason Riesa, Melvin Johnson:
XTREME-S: Evaluating Cross-lingual Speech Representations. INTERSPEECH 2022: 3248-3252 - [c43]Daan van Esch, Tamar Lucassen, Sebastian Ruder, Isaac Caswell, Clara Rivera:
Writing System and Speaker Metadata for 2, 800+ Language Varieties. LREC 2022: 5035-5046 - [e5]Yulan He, Heng Ji, Yang Liu, Sujian Li, Chia-Hui Chang, Soujanya Poria, Chenghua Lin, Wray L. Buntine, Maria Liakata, Hanqi Yan, Zonghan Yan, Sebastian Ruder, Xiaojun Wan, Miguel Arana-Catania, Zhongyu Wei, Hen-Hsen Huang, Jheng-Long Wu, Min-Yuh Day, Pengfei Liu, Ruifeng Xu:
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Volume 1: Long Papers, Online Only, November 20-23, 2022. Association for Computational Linguistics 2022, ISBN 978-1-955917-65-0 [contents] - [e4]Yulan He, Heng Ji, Yang Liu, Sujian Li, Chia-Hui Chang, Soujanya Poria, Chenghua Lin, Wray L. Buntine, Maria Liakata, Hanqi Yan, Zonghan Yan, Sebastian Ruder, Xiaojun Wan, Miguel Arana-Catania, Zhongyu Wei, Hen-Hsen Huang, Jheng-Long Wu, Min-Yuh Day, Pengfei Liu, Ruifeng Xu:
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Volume 2: Short Papers, Online only, November 20-23, 2022. Association for Computational Linguistics 2022, ISBN 978-1-955917-64-3 [contents] - [e3]Hanqi Yan, Zonghan Yang, Sebastian Ruder, Xiaojun Wan:
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Student Research Workshop, Online, November 20, 2022. Association for Computational Linguistics 2022, ISBN 978-1-955917-56-8 [contents] - [e2]Yulan He, Heng Ji, Yang Liu, Sujian Li, Chia-Hui Chang, Soujanya Poria, Chenghua Lin, Wray L. Buntine, Maria Liakata, Hanqi Yan, Zonghan Yan, Sebastian Ruder, Xiaojun Wan, Miguel Arana-Catania, Zhongyu Wei, Hen-Hsen Huang, Jheng-Long Wu, Min-Yuh Day, Pengfei Liu, Ruifeng Xu:
Findings of the Association for Computational Linguistics: AACL-IJCNLP 2022, Online only, November 20-23, 2022. Association for Computational Linguistics 2022, ISBN 978-1-959429-04-3 [contents] - [i66]Shamsuddeen Hassan Muhammad, David Ifeoluwa Adelani, Sebastian Ruder, Ibrahim Said Ahmad, Idris Abdulmumin, Bello Shehu Bello, Monojit Choudhury, Chris Chinenye Emezue, Saheed Abdullahi Salahudeen, Aremu Anuoluwapo, Alípio Jeorge, Pavel Brazdil:
NaijaSenti: A Nigerian Twitter Sentiment Corpus for Multilingual Sentiment Analysis. CoRR abs/2201.08277 (2022) - [i65]Xinyi Wang, Sebastian Ruder, Graham Neubig:
Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation. CoRR abs/2203.09435 (2022) - [i64]Alexis Conneau, Ankur Bapna, Yu Zhang, Min Ma, Patrick von Platen, Anton Lozhkov, Colin Cherry, Ye Jia, Clara Rivera, Mihir Kale, Daan van Esch, Vera Axelrod, Simran Khanuja, Jonathan H. Clark, Orhan Firat, Michael Auli, Sebastian Ruder, Jason Riesa, Melvin Johnson:
XTREME-S: Evaluating Cross-lingual Speech Representations. CoRR abs/2203.10752 (2022) - [i63]Alham Fikri Aji, Genta Indra Winata, Fajri Koto, Samuel Cahyawijaya, Ade Romadhony, Rahmad Mahendra, Kemal Kurniawan, David Moeljadi, Radityo Eko Prasojo, Timothy Baldwin, Jey Han Lau, Sebastian Ruder:
One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia. CoRR abs/2203.13357 (2022) - [i62]Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord, Sebastian Ruder:
Hyper-X: A Unified Hypernetwork for Multi-Task Multilingual Transfer. CoRR abs/2205.12148 (2022) - [i61]Simran Khanuja, Sebastian Ruder, Partha P. Talukdar:
Evaluating Inclusivity, Equity, and Accessibility of NLP Technology: A Case Study for Indian Languages. CoRR abs/2205.12676 (2022) - [i60]Genta Indra Winata, Alham Fikri Aji, Samuel Cahyawijaya, Rahmad Mahendra, Fajri Koto, Ade Romadhony, Kemal Kurniawan, David Moeljadi, Radityo Eko Prasojo, Pascale Fung, Timothy Baldwin, Jey Han Lau, Rico Sennrich, Sebastian Ruder:
NusaX: Multilingual Parallel Sentiment Dataset for 10 Indonesian Local Languages. CoRR abs/2205.15960 (2022) - [i59]Sebastian Ruder, Ivan Vulic, Anders Søgaard:
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold. CoRR abs/2206.09755 (2022) - [i58]Freda Shi, Mirac Suzgun, Markus Freitag, Xuezhi Wang, Suraj Srivats, Soroush Vosoughi, Hyung Won Chung, Yi Tay, Sebastian Ruder, Denny Zhou, Dipanjan Das, Jason Wei:
Language Models are Multilingual Chain-of-Thought Reasoners. CoRR abs/2210.03057 (2022) - [i57]David Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder, Shruti Rijhwani, Michael Beukman, Chester Palen-Michel, Constantine Lignos, Jesujoba O. Alabi, Shamsuddeen Hassan Muhammad, Peter Nabende, Cheikh M. Bamba Dione, Andiswa Bukula, Rooweither Mabuya, Bonaventure F. P. Dossou, Blessing K. Sibanda, Happy Buzaaba, Jonathan Mukiibi, Godson Kalipe, Derguene Mbaye, Amelia V. Taylor, Fatoumata Ouoba Kabore, Chris Chinenye Emezue, Aremu Anuoluwapo, Perez Ogayo, Catherine Gitau, Edwin Munkoh-Buabeng, Victoire Memdjokam Koagne, Allahsera Auguste Tapo, Tebogo Macucwa, Vukosi Marivate, Elvis Mboning, Tajuddeen Gwadabe, Tosin P. Adewumi, Orevaoghene Ahia, Joyce Nakatumba-Nabende, Neo L. Mokono, Ignatius Ezeani, Chiamaka Chukwuneke, Mofetoluwa Adeyemi, Gilles Hacheme, Idris Abdulmumin, Odunayo Ogundepo, Oreen Yousuf, Tatiana Moteu Ngoli, Dietrich Klakow:
MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition. CoRR abs/2210.12391 (2022) - [i56]Sebastian Gehrmann, Sebastian Ruder, Vitaly Nikolaev, Jan A. Botha, Michael Chavinda, Ankur P. Parikh, Clara Rivera:
TaTa: A Multilingual Table-to-Text Dataset for African Languages. CoRR abs/2211.00142 (2022) - [i55]Priyanka Agrawal, Chris Alberti, Fantine Huot, Joshua Maynez, Ji Ma, Sebastian Ruder, Kuzman Ganchev, Dipanjan Das, Mirella Lapata:
QAmeleon: Multilingual QA with Only 5 Examples. CoRR abs/2211.08264 (2022) - [i54]Samuel Cahyawijaya, Holy Lovenia, Alham Fikri Aji, Genta Indra Winata, Bryan Wilie, Rahmad Mahendra, Christian Wibisono, Ade Romadhony, Karissa Vincentio, Fajri Koto, Jennifer Santoso, David Moeljadi, Cahya Wirawan, Frederikus Hudi, Ivan Halim Parmonangan, Ika Alfina, Muhammad Satrio Wicaksono, Ilham Firdausi Putra, Samsul Rahmadani, Yulianti Oenang, Ali Akbar Septiandri, James Jaya, Kaustubh D. Dhole, Arie Ardiyanti Suryani, Rifki Afina Putri, Dan Su, Keith Stevens, Made Nindyatama Nityasya, Muhammad Farid Adilazuarda, Ryan Ignatius, Ryandito Diandaru, Tiezheng Yu, Vito Ghifari, Wenliang Dai, Yan Xu, Dyah Damapuspita, Cuk Tho, Ichwanul Muslim Karo Karo, Tirana Noor Fatyanosa, Ziwei Ji, Pascale Fung, Graham Neubig, Timothy Baldwin, Sebastian Ruder, Herry Sujaini, Sakriani Sakti, Ayu Purwarianti:
NusaCrowd: Open Source Initiative for Indonesian NLP Resources. CoRR abs/2212.09648 (2022) - 2021
- [j2]David Ifeoluwa Adelani, Jade Z. Abbott, Graham Neubig, Daniel D'souza, Julia Kreutzer, Constantine Lignos, Chester Palen-Michel, Happy Buzaaba, Shruti Rijhwani, Sebastian Ruder, Stephen Mayhew, Israel Abebe Azime, Shamsuddeen Hassan Muhammad, Chris Chinenye Emezue, Joyce Nakatumba-Nabende, Perez Ogayo, Aremu Anuoluwapo, Catherine Gitau, Derguene Mbaye, Jesujoba O. Alabi, Seid Muhie Yimam
, Tajuddeen Gwadabe, Ignatius Ezeani, Rubungo Andre Niyongabo, Jonathan Mukiibi, Verrah Otiende, Iroro Orife, Davis David, Samba Ngom, Tosin P. Adewumi, Paul Rayson, Mofetoluwa Adeyemi, Gerald Muriuki, Emmanuel Anebi, Chiamaka Chukwuneke, Nkiruka Odu, Eric Peter Wairagala, Samuel Oyerinde, Clemencia Siro, Tobius Saul Bateesa, Temilola Oloyede, Yvonne Wambui, Victor Akinode, Deborah Nabagereka, Maurice Katusiime, Ayodele Awokoya, Mouhamadane Mboup, Dibora Gebreyohannes, Henok Tilaye, Kelechi Nwaike, Degaga Wolde, Abdoulaye Faye, Blessing K. Sibanda, Orevaoghene Ahia, Bonaventure F. P. Dossou, Kelechi Ogueji, Thierno Ibrahima Diop, Abdoulaye Diallo, Adewale Akinfaderin, Tendai Marengereke, Salomey Osei:
MasakhaNER: Named Entity Recognition for African Languages. Trans. Assoc. Comput. Linguistics 9: 1116-1131 (2021) - [c42]Nicolas Garneau, Mareike Hartmann, Anders Sandholm, Sebastian Ruder, Ivan Vulic, Anders Søgaard:
Analogy Training Multilingual Encoders. AAAI 2021: 12884-12892 - [c41]Rabeeh Karimi Mahabadi, Sebastian Ruder, Mostafa Dehghani, James Henderson:
Parameter-efficient Multi-task Fine-tuning for Transformers via Shared Hypernetworks. ACL/IJCNLP (1) 2021: 565-576 - [c40]Phillip Rust, Jonas Pfeiffer, Ivan Vulic, Sebastian Ruder, Iryna Gurevych:
How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models. ACL/IJCNLP (1) 2021: 3118-3135 - [c39]Xinyi Wang, Yulia Tsvetkov, Sebastian Ruder, Graham Neubig:
Efficient Test Time Adapter Ensembling for Low-resource Language Varieties. EMNLP (Findings) 2021: 730-737 - [c38]Alan Ansell, Edoardo Maria Ponti, Jonas Pfeiffer, Sebastian Ruder, Goran Glavas, Ivan Vulic, Anna Korhonen:
MAD-G: Multilingual Adapter Generation for Efficient Cross-Lingual Transfer. EMNLP (Findings) 2021: 4762-4781 - [c37]Samuel Cahyawijaya, Genta Indra Winata, Bryan Wilie, Karissa Vincentio, Xiaohong Li, Adhiguna Kuncoro, Sebastian Ruder, Zhi Yuan Lim, Syafri Bahar, Masayu Leylia Khodra, Ayu Purwarianti, Pascale Fung:
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language Generation. EMNLP (1) 2021: 8875-8898 - [c36]Jonas Pfeiffer, Ivan Vulic, Iryna Gurevych, Sebastian Ruder:
UNKs Everywhere: Adapting Multilingual Language Models to New Scripts. EMNLP (1) 2021: 10186-10203 - [c35]Sebastian Ruder, Noah Constant, Jan A. Botha, Aditya Siddhant, Orhan Firat, Jinlan Fu, Pengfei Liu, Junjie Hu, Dan Garrette, Graham Neubig, Melvin Johnson:
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation. EMNLP (1) 2021: 10215-10245 - [c34]Hyung Won Chung, Thibault Févry, Henry Tsai, Melvin Johnson, Sebastian Ruder:
Rethinking Embedding Coupling in Pre-trained Language Models. ICLR 2021 - [c33]Yi Tay, Mostafa Dehghani, Samira Abnar, Yikang Shen, Dara Bahri, Philip Pham, Jinfeng Rao, Liu Yang, Sebastian Ruder, Donald Metzler:
Long Range Arena : A Benchmark for Efficient Transformers. ICLR 2021 - [c32]Xinyi Wang, Sebastian Ruder, Graham Neubig:
Multi-view Subword Regularization. NAACL-HLT 2021: 473-482 - [c31]Stefan Daniel Dumitrescu, Petru Rebeja, Beáta Lorincz, Mihaela Gaman, Andrei-Marius Avram, Mihai Ilie, Andrei Pruteanu, Adriana Stan, Lorena Rosia, Cristina Iacobescu, Luciana Morogan, George Dima, Gabriel Marchidan, Traian Rebedea, Madalina Chitez, Dani Yogatama, Sebastian Ruder, Radu Tudor Ionescu, Razvan Pascanu, Viorica Patraucean:
LiRo: Benchmark and leaderboard for Romanian language tasks. NeurIPS Datasets and Benchmarks 2021 - [c30]Rabeeh Karimi Mahabadi, James Henderson, Sebastian Ruder:
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers. NeurIPS 2021: 1022-1035 - [c29]Angeliki Lazaridou, Adhiguna Kuncoro, Elena Gribovskaya, Devang Agrawal, Adam Liska, Tayfun Terzi, Mai Gimenez, Cyprien de Masson d'Autume, Tomás Kociský, Sebastian Ruder, Dani Yogatama, Kris Cao, Susannah Young, Phil Blunsom:
Mind the Gap: Assessing Temporal Generalization in Neural Language Models. NeurIPS 2021: 29348-29363 - [i53]Angeliki Lazaridou, Adhiguna Kuncoro, Elena Gribovskaya, Devang Agrawal, Adam Liska, Tayfun Terzi, Mai Gimenez, Cyprien de Masson d'Autume, Sebastian Ruder, Dani Yogatama, Kris Cao, Tomás Kociský, Susannah Young, Phil Blunsom:
Pitfalls of Static Language Modelling. CoRR abs/2102.01951 (2021) - [i52]Xinyi Wang, Sebastian Ruder, Graham Neubig:
Multi-view Subword Regularization. CoRR abs/2103.08490 (2021) - [i51]David Ifeoluwa Adelani, Jade Z. Abbott, Graham Neubig, Daniel D'souza, Julia Kreutzer, Constantine Lignos, Chester Palen-Michel, Happy Buzaaba, Shruti Rijhwani, Sebastian Ruder, Stephen Mayhew, Israel Abebe Azime, Shamsuddeen Hassan Muhammad, Chris Chinenye Emezue, Joyce Nakatumba-Nabende, Perez Ogayo, Aremu Anuoluwapo, Catherine Gitau, Derguene Mbaye, Jesujoba O. Alabi, Seid Muhie Yimam, Tajuddeen Gwadabe, Ignatius Ezeani, Rubungo Andre Niyongabo, Jonathan Mukiibi, Verrah Otiende, Iroro Orife, Davis David, Samba Ngom, Tosin P. Adewumi, Paul Rayson, Mofetoluwa Adeyemi, Gerald Muriuki, Emmanuel Anebi, Chiamaka Chukwuneke, Nkiruka Odu, Eric Peter Wairagala, Samuel Oyerinde, Clemencia Siro, Tobius Saul Bateesa, Temilola Oloyede, Yvonne Wambui, Victor Akinode, Deborah Nabagereka, Maurice Katusiime, Ayodele Awokoya, Mouhamadane Mboup, Dibora Gebreyohannes, Henok Tilaye, Kelechi Nwaike, Degaga Wolde, Abdoulaye Faye, Blessing K. Sibanda, Orevaoghene Ahia, Bonaventure F. P. Dossou, Kelechi Ogueji, Thierno Ibrahima Diop, Abdoulaye Diallo, Adewale Akinfaderin, Tendai Marengereke, Salomey Osei:
MasakhaNER: Named Entity Recognition for African Languages. CoRR abs/2103.11811 (2021) - [i50]Sebastian Ruder, Noah Constant, Jan A. Botha, Aditya Siddhant, Orhan Firat, Jinlan Fu, Pengfei Liu, Junjie Hu, Graham Neubig, Melvin Johnson:
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation. CoRR abs/2104.07412 (2021) - [i49]Samuel Cahyawijaya, Genta Indra Winata, Bryan Wilie, Karissa Vincentio, Xiaohong Li, Adhiguna Kuncoro, Sebastian Ruder, Zhi Yuan Lim, Syafri Bahar, Masayu Leylia Khodra, Ayu Purwarianti, Pascale Fung:
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language Generation. CoRR abs/2104.08200 (2021) - [i48]Michael Tänzer, Sebastian Ruder, Marek Rei:
BERT memorisation and pitfalls in low-resource scenarios. CoRR abs/2105.00828 (2021) - [i47]Rabeeh Karimi Mahabadi, Sebastian Ruder, Mostafa Dehghani, James Henderson:
Parameter-efficient Multi-task Fine-tuning for Transformers via Shared Hypernetworks. CoRR abs/2106.04489 (2021) - [i46]Rabeeh Karimi Mahabadi, James Henderson, Sebastian Ruder:
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers. CoRR abs/2106.04647 (2021) - [i45]Yi Tay, Vinh Q. Tran, Sebastian Ruder, Jai Prakash Gupta, Hyung Won Chung, Dara Bahri, Zhen Qin, Simon Baumgartner, Cong Yu, Donald Metzler:
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization. CoRR abs/2106.12672 (2021) - [i44]Xinyi Wang, Yulia Tsvetkov, Sebastian Ruder, Graham Neubig:
Efficient Test Time Adapter Ensembling for Low-resource Language Varieties. CoRR abs/2109.04877 (2021) - [i43]Yanan Zheng, Jing Zhou, Yujie Qian, Ming Ding, Jian Li, Ruslan Salakhutdinov, Jie Tang, Sebastian Ruder, Zhilin Yang:
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding. CoRR abs/2109.12742 (2021) - [i42]Paul Michel, Sebastian Ruder, Dani Yogatama:
Balancing Average and Worst-case Accuracy in Multitask Learning. CoRR abs/2110.05838 (2021) - [i41]Vamsi Aribandi, Yi Tay, Tal Schuster, Jinfeng Rao, Huaixiu Steven Zheng, Sanket Vaibhav Mehta, Honglei Zhuang, Vinh Q. Tran, Dara Bahri, Jianmo Ni, Jai Prakash Gupta, Kai Hui, Sebastian Ruder, Donald Metzler:
ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning. CoRR abs/2111.10952 (2021) - [i40]Kaustubh D. Dhole, Varun Gangal, Sebastian Gehrmann, Aadesh Gupta, Zhenhao Li, Saad Mahamood, Abinaya Mahendiran, Simon Mille, Ashish Srivastava, Samson Tan, Tongshuang Wu, Jascha Sohl-Dickstein, Jinho D. Choi, Eduard H. Hovy, Ondrej Dusek, Sebastian Ruder, Sajant Anand, Nagender Aneja, Rabin Banjade, Lisa Barthe, Hanna Behnke, Ian Berlot-Attwell, Connor Boyle, Caroline Brun, Marco Antonio Sobrevilla Cabezudo, Samuel Cahyawijaya, Emile Chapuis, Wanxiang Che, Mukund Choudhary, Christian Clauss, Pierre Colombo, Filip Cornell, Gautier Dagan, Mayukh Das, Tanay Dixit, Thomas Dopierre, Paul-Alexis Dray, Suchitra Dubey, Tatiana Ekeinhor, Marco Di Giovanni, Rishabh Gupta, Rishabh Gupta, Louanes Hamla, Sang Han, Fabrice Harel-Canada, Antoine Honore, Ishan Jindal, Przemyslaw K. Joniak, Denis Kleyko, Venelin Kovatchev, et al.:
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation. CoRR abs/2112.02721 (2021) - 2020
- [c28]Mikel Artetxe, Sebastian Ruder, Dani Yogatama:
On the Cross-lingual Transferability of Monolingual Representations. ACL 2020: 4623-4637 - [c27]Mikel Artetxe, Sebastian Ruder, Dani Yogatama, Gorka Labaka, Eneko Agirre:
A Call for More Rigor in Unsupervised Cross-lingual Learning. ACL 2020: 7375-7388 - [c26]Paula Czarnowska, Sebastian Ruder, Ryan Cotterell, Ann A. Copestake:
Morphologically Aware Word-Level Translation. COLING 2020: 2847-2860 - [c25]Jonas Pfeiffer, Andreas Rücklé, Clifton Poth, Aishwarya Kamath, Ivan Vulic, Sebastian Ruder, Kyunghyun Cho, Iryna Gurevych:
AdapterHub: A Framework for Adapting Transformers. EMNLP (Demos) 2020: 46-54 - [c24]Ivan Vulic, Sebastian Ruder, Anders Søgaard:
Are All Good Word Vector Spaces Isomorphic? EMNLP (1) 2020: 3178-3192 - [c23]Jonas Pfeiffer, Ivan Vulic, Iryna Gurevych, Sebastian Ruder:
MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer. EMNLP (1) 2020: 7654-7673 - [c22]Marcin Kardas, Piotr Czapla, Pontus Stenetorp, Sebastian Ruder, Sebastian Riedel, Ross Taylor, Robert Stojnic:
AxCell: Automatic Extraction of Results from Machine Learning Papers. EMNLP (1) 2020: 8580-8594 - [c21]Junjie Hu, Sebastian Ruder, Aditya Siddhant, Graham Neubig, Orhan Firat, Melvin Johnson:
XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalisation. ICML 2020: 4411-4421 - [i39]Junjie Hu, Sebastian Ruder, Aditya Siddhant, Graham Neubig, Orhan Firat, Melvin Johnson:
XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization. CoRR abs/2003.11080 (2020) - [i38]Ivan Vulic, Sebastian Ruder, Anders Søgaard:
Are All Good Word Vector Spaces Isomorphic? CoRR abs/2004.04070 (2020) - [i37]Marcin Kardas, Piotr Czapla, Pontus Stenetorp, Sebastian Ruder, Sebastian Riedel, Ross Taylor, Robert Stojnic:
AxCell: Automatic Extraction of Results from Machine Learning Papers. CoRR abs/2004.14356 (2020) - [i36]Mikel Artetxe, Sebastian Ruder, Dani Yogatama, Gorka Labaka, Eneko Agirre:
A Call for More Rigor in Unsupervised Cross-lingual Learning. CoRR abs/2004.14958 (2020) - [i35]Jonas Pfeiffer, Ivan Vulic, Iryna Gurevych, Sebastian Ruder:
MAD-X: An Adapter-based Framework for Multi-task Cross-lingual Transfer. CoRR abs/2005.00052 (2020) - [i34]Jonas Pfeiffer, Andreas Rücklé, Clifton Poth, Aishwarya Kamath, Ivan Vulic, Sebastian Ruder, Kyunghyun Cho, Iryna Gurevych:
AdapterHub: A Framework for Adapting Transformers. CoRR abs/2007.07779 (2020) - [i33]Hyung Won Chung, Thibault Févry, Henry Tsai, Melvin Johnson, Sebastian Ruder:
Rethinking embedding coupling in pre-trained language models. CoRR abs/2010.12821 (2020) - [i32]Yi Tay, Mostafa Dehghani, Samira Abnar, Yikang Shen, Dara Bahri, Philip Pham, Jinfeng Rao, Liu Yang, Sebastian Ruder, Donald Metzler:
Long Range Arena: A Benchmark for Efficient Transformers. CoRR abs/2011.04006 (2020) - [i31]Paula Czarnowska, Sebastian Ruder, Ryan Cotterell, Ann A. Copestake:
Morphologically Aware Word-Level Translation. CoRR abs/2011.07593 (2020) - [i30]Jonas Pfeiffer, Ivan Vulic, Iryna Gurevych, Sebastian Ruder:
UNKs Everywhere: Adapting Multilingual Language Models to New Scripts. CoRR abs/2012.15562 (2020) - [i29]Phillip Rust, Jonas Pfeiffer, Ivan Vulic, Sebastian Ruder, Iryna Gurevych:
How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models. CoRR abs/2012.15613 (2020)
2010 – 2019
- 2019
- [b1]Anders Søgaard, Ivan Vulic, Sebastian Ruder, Manaal Faruqui:
Cross-Lingual Word Embeddings. Synthesis Lectures on Human Language Technologies, Morgan & Claypool Publishers 2019 - [j1]Sebastian Ruder, Ivan Vulic, Anders Søgaard:
A Survey of Cross-lingual Word Embedding Models. J. Artif. Intell. Res. 65: 569-631 (2019) - [c20]Sebastian Ruder, Joachim Bingel, Isabelle Augenstein, Anders Søgaard:
Latent Multi-Task Architecture Learning. AAAI 2019: 4822-4829 - [c19]Victor Sanh, Thomas Wolf, Sebastian Ruder:
A Hierarchical Multi-Task Approach for Learning Embeddings from Semantic Tasks. AAAI 2019: 6949-6956 - [c18]Sebastian Ruder, Anders Søgaard, Ivan Vulic:
Unsupervised Cross-Lingual Representation Learning. ACL (4) 2019: 31-38 - [c17]Goran Glavas, Robert Litschko, Sebastian Ruder, Ivan Vulic:
How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions. ACL (1) 2019: 710-721 - [c16]Paula Czarnowska, Sebastian Ruder, Edouard Grave, Ryan Cotterell, Ann A. Copestake:
Don't Forget the Long Tail! A Comprehensive Analysis of Morphological Generalization in Bilingual Lexicon Induction. EMNLP/IJCNLP (1) 2019: 974-983 - [c15]Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kardas, Sylvain Gugger, Jeremy Howard:
MultiFiT: Efficient Multi-lingual Language Model Fine-tuning. EMNLP/IJCNLP (1) 2019: 5701-5706 - [c14]Sebastian Ruder, Matthew E. Peters, Swabha Swayamdipta, Thomas Wolf:
Transfer Learning in Natural Language Processing. NAACL-HLT (Tutorial Abstracts) 2019: 15-18 - [c13]Cyprien de Masson d'Autume, Sebastian Ruder, Lingpeng Kong, Dani Yogatama:
Episodic Memory in Lifelong Language Learning. NeurIPS 2019: 13122-13131 - [c12]Matthew E. Peters, Sebastian Ruder, Noah A. Smith:
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks. RepL4NLP@ACL 2019: 7-14 - [e1]Isabelle Augenstein, Spandana Gella, Sebastian Ruder, Katharina Kann, Burcu Can, Johannes Welbl, Alexis Conneau, Xiang Ren, Marek Rei:
Proceedings of the 4th Workshop on Representation Learning for NLP, RepL4NLP@ACL 2019, Florence, Italy, August 2, 2019. Association for Computational Linguistics 2019, ISBN 978-1-950737-35-2 [contents] - [i28]Goran Glavas, Robert Litschko, Sebastian Ruder, Ivan Vulic:
How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions. CoRR abs/1902.00508 (2019) - [i27]Matthew E. Peters, Sebastian Ruder, Noah A. Smith:
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks. CoRR abs/1903.05987 (2019) - [i26]Cyprien de Masson d'Autume, Sebastian Ruder, Lingpeng Kong, Dani Yogatama:
Episodic Memory in Lifelong Language Learning. CoRR abs/1906.01076 (2019) - [i25]Paula Czarnowska, Sebastian Ruder, Edouard Grave, Ryan Cotterell, Ann A. Copestake:
Don't Forget the Long Tail! A Comprehensive Analysis of Morphological Generalization in Bilingual Lexicon Induction. CoRR abs/1909.02855 (2019) - [i24]Jonas Pfeiffer, Aishwarya Kamath, Iryna Gurevych, Sebastian Ruder:
What do Deep Networks Like to Read? CoRR abs/1909.04547 (2019) - [i23]Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kardas, Sylvain Gugger, Jeremy Howard:
MultiFiT: Efficient Multi-lingual Language Model Fine-tuning. CoRR abs/1909.04761 (2019) - [i22]Mikel Artetxe, Sebastian Ruder, Dani Yogatama:
On the Cross-lingual Transferability of Monolingual Representations. CoRR abs/1910.11856 (2019) - 2018
- [c11]Jeremy Howard, Sebastian Ruder:
Universal Language Model Fine-tuning for Text Classification. ACL (1) 2018: 328-339 - [c10]Anders Søgaard, Sebastian Ruder, Ivan Vulic:
On the Limitations of Unsupervised Bilingual Dictionary Induction. ACL (1) 2018: 778-788 - [c9]Sebastian Ruder, Barbara Plank:
Strong Baselines for Neural Semi-Supervised Learning under Domain Shift. ACL (1) 2018: 1044-1054 - [c8]Yova Kementchedjhieva, Sebastian Ruder, Ryan Cotterell, Anders Søgaard:
Generalizing Procrustes Analysis for Better Bilingual Dictionary Induction. CoNLL 2018: 211-220 - [c7]Sebastian Ruder, Ryan Cotterell, Yova Kementchedjhieva, Anders Søgaard:
A Discriminative Latent-Variable Model for Bilingual Lexicon Induction. EMNLP 2018: 458-468 - [c6]Sebastian Ruder, John Glover, Afshin Mehrabani, Parsa Ghaffari:
360° Stance Detection. NAACL-HLT (Demonstrations) 2018: 31-35 - [c5]Isabelle Augenstein, Sebastian Ruder, Anders Søgaard:
Multi-Task Learning of Pairwise Sequence Classification Tasks over Disparate Label Spaces. NAACL-HLT 2018: 1896-1906 - [i21]Jeremy Howard, Sebastian Ruder:
Fine-tuned Language Models for Text Classification. CoRR abs/1801.06146 (2018) - [i20]Isabelle Augenstein, Sebastian Ruder, Anders Søgaard:
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces. CoRR abs/1802.09913 (2018) - [i19]Sebastian Ruder, John Glover, Afshin Mehrabani, Parsa Ghaffari:
360° Stance Detection. CoRR abs/1804.00982 (2018) - [i18]Sebastian Ruder, Barbara Plank:
Strong Baselines for Neural Semi-supervised Learning under Domain Shift. CoRR abs/1804.09530 (2018) - [i17]Anders Søgaard, Sebastian Ruder, Ivan Vulic:
On the Limitations of Unsupervised Bilingual Dictionary Induction. CoRR abs/1805.03620 (2018) - [i16]Sebastian Ruder, Ryan Cotterell, Yova Kementchedjhieva, Anders Søgaard:
A Discriminative Latent-Variable Model for Bilingual Lexicon Induction. CoRR abs/1808.09334 (2018) - [i15]Yova Kementchedjhieva, Sebastian Ruder, Ryan Cotterell, Anders Søgaard:
Generalizing Procrustes Analysis for Better Bilingual Dictionary Induction. CoRR abs/1809.00064 (2018) - [i14]