Fetching the paper…
Reading the bibliography…
We assess how multilingual language models maintain a shared multilingual representation space while still encoding language-sensitive information in each language.
RoBERTa: A robustly optimized BERT pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1907
Earlier work this paper cites.
Riemannian metric and geometric mean for positive semidefinite matrices of fixed rank
Silvére Bonnabel and Rodolphe Sepulchre. 2009 · 2009
Earlier work this paper cites.
Rochelle Choenni and Ekaterina Shutova. 2020 · 2009
Earlier work this paper cites.
SVCCA: Singular vector canonical correlation analysis for deep learning dynamics and interpretability
Maithra Raghu, Justin Gilmer, Jason Yosinski, and Jascha Sohl-Dickstein. 2017 · 2017
Earlier work this paper cites.
BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Earlier work this paper cites.
What does BERT learn about the structure of language?
Ganesh Jawahar, Benoît Sagot, and Djamé Seddah. 2019 · 2019
Earlier work this paper cites.
Investigating multilingual NMT representations at scale
Sneha Kudugunta, Ankur Bapna, Isaac Caswell, and Orhan Firat. 2019 · 2019
Earlier work this paper cites.
How multilingual is multilingual BERT?
Telmo Pires, Eva Schlinger, and Dan Garrette. 2019 · 2019
Earlier work this paper cites.
Understanding learning dynamics of language models with SVCCA
Naomi Saphra and Adam Lopez. 2019 · 2019
Earlier work this paper cites.
BERT rediscovers the classical NLP pipeline
Ian Tenney, Dipanjan Das, and Ellie Pavlick. 2019 · 2019
Earlier work this paper cites.
The bottom-up evolution of representations in the transformer: A study with machine translation and language modeling objectives
Elena Voita, Rico Sennrich, and Ivan Titov. 2019 · 2019
Cited alongside, same era.
Multilingual alignment of contextual word representations
Steven Cao, Nikita Kitaev, and Dan Klein. 2020 · 2020
Cited alongside, same era.
Finding universal grammatical relations in multilingual BERT
Ethan A. Chi, John Hewitt, and Christopher D. Manning. 2020 · 2020
Cited alongside, same era.
XTREME: A massively multilingual multi-task benchmark for evaluating cross-lingual generalisation
Junjie Hu, Sebastian Ruder, Aditya Siddhant, Graham Neubig, Orhan Firat, and Melvin Johnson. 2020 · 2020
Cited alongside, same era.
Cross-lingual alignment methods for multilingual BERT: A comparative study
Saurabh Kulshreshtha, Jose Luis Redondo Garcia, and Ching-Yun Chang. 2020 · 2020
Cited alongside, same era.
Are all languages created equal in multilingual BERT?
Shijie Wu and Mark Dredze. 2020 · 2020
Later among the works it cites.
Ungoliant: An optimized pipeline for the generation of a very large-scale multilingual web corpus
Julien Abadji, Pedro Javier Ortiz Suárez, Laurent Romary, and Benoît Sagot. 2021 · 2021
Later among the works it cites.
Isotropy in the contextual embedding space: Clusters and manifolds
Xingyu Cai, Jiaji Huang, Yuchen Bian, and Kenneth Church. 2021 · 2021
Later among the works it cites.
Glottolog 4.5
Harald Hammarström, Robert Forkel, Martin Haspelmath, and Sebastian Bank. 2021 · 2021
Later among the works it cites.
Locating language-specific information in contextualized embeddings
Sheng Liang, Philipp Dufter, and Hinrich Schütze. 2021 · 2021
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
XGLUE: A new benchmark datasetfor cross-lingual pre-training, understanding and generation
Yaobo Liang, Nan Duan, Yeyun Gong, Ning Wu, Fenfei Guo, Weizhen Qi, Ming Gong, Linjun Shou, Daxin Jiang, Guihong Cao, Xiaodong Fan, Ruofei Zhang, Rahul Agrawal, Edward Cui, Sining Wei, Taroon Bharti, Ying Qiao, Jiun-Hung Chen, Winnie Wu, Shuguang Liu, Fan Yang, Daniel Campos, Rangan Majumder, and Ming Zhou. 2020 · 2020
Cited alongside, same era.
On the language neutrality of pre-trained multilingual representations
Jindřich Libovický, Rudolf Rosa, and Alexander Fraser. 2020 · 2020
Cited alongside, same era.
Universal Dependencies v2: An evergrowing multilingual treebank collection
Joakim Nivre, Marie-Catherine de Marneffe, Filip Ginter, Jan Hajič, Christopher D. Manning, Sampo Pyysalo, Sebastian Schuster, Francis Tyers, and Daniel Zeman. 2020 · 2020
Cited alongside, same era.
Probing multilingual BERT for genetic and typological signals
Taraka Rama, Lisa Beinborn, and Steffen Eger. 2020 · 2020
Cited alongside, same era.
Transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander Rush. 2020 · 2020
Cited alongside, same era.
Unsupervised cross-lingual representation learning at scale
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020a
Cited in the paper.
Emerging cross-lingual structure in pretrained language models
Alexis Conneau, Shijie Wu, Haoran Li, Luke Zettlemoyer, and Veselin Stoyanov. 2020b
Cited in the paper.
Xi Victoria Lin, Todor Mihaylov, Mikel Artetxe, Tianlu Wang, Shuohui Chen, Daniel Simig, Myle Ott, Naman Goyal, Shruti Bhosale, Jingfei Du, Ramakanth Pasunuru, Sam Shleifer, Punit Singh Koura, Vishrav Chaudhary, Brian O’Horo, Jeff Wang, Luke Zettlemoyer, Zornitsa Kozareva, Mona Diab, Veselin Stoyanov, and Xian Li. 2021 · 2021
Later among the works it cites.
mT5: A massively multilingual pre-trained text-to-text transformer
Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou, Aditya Siddhant, Aditya Barua, and Colin Raffel. 2021 · 2021
Later among the works it cites.
Inducing language-agnostic multilingual representations
Wei Zhao, Steffen Eger, Johannes Bjerva, and Isabelle Augenstein. 2021 · 2021
Later among the works it cites.
An isotropy analysis in the multilingual BERT embedding space
Sara Rajaee and Mohammad Taher Pilehvar. 2022 · 2022
Closest in time.