📰 Workshop on Multilingual Representation Learning 2021 — accepted papers

Workshop on Multilingual Representation Learning 2021 is the 2021 edition of the Workshop on Multilingual Representation Learning, held in Punta Cana, Dominican Republic, November 2021 (publisher: Association for Computational Linguistics). The ACL Anthology lists 24 papers of it; our library holds 3 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Punta Cana, Dominican Republic · 🗓 November 2021

Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced LanguagesKelechi Ogueji, Yuxin Zhu, Jimmy Lin118 citations · our summary
2. Language Models are Few-shot Multilingual LearnersGenta Indra Winata, Andrea Madotto, Zhaojiang Lin et al.93 citations · our summary
3. Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval ↗Xinyu Zhang, Xueguang Ma, Peng Shi et al.51 citations
4. VisualSem: a high-quality knowledge graph for vision and language ↗Houda Alberts, Ningyuan Huang, Yash Deshpande et al.34 citations
5. Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling ↗Jitin Krishnan, Antonios Anastasopoulos, Hemant Purohit et al.27 citations
6. Specializing Multilingual Language Models: An Empirical Study ↗Ethan C. Chau, Noah A. Smith14 citations
7. Cross-Lingual Training of Dense Retrievers for Document Retrieval ↗Peng Shi, Rui Zhang, He Bai et al.12 citations
8. Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance ↗Karthikeyan K, Aalok Sathe, Somak Aditya et al.7 citations
9. Learning Contextualised Cross-lingual Word Embeddings and Alignments for Extremely Low-Resource Languages Using Parallel Corpora ↗Takashi Wada, Tomoharu Iwata, Yuji Matsumoto et al.7 citations
10. The Effectiveness of Intermediate-Task Training for Code-Switched Natural Language Understanding ↗Archiki Prasad, Mohammad Ali Rehan, Shreya Pathak et al.6 citations

All accepted papers (24)

The most cited first; 3 with our summary link to their page here, the others to the original.

1. Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced LanguagesKelechi Ogueji, Yuxin Zhu, Jimmy Lin118 citations · our summary
2. Language Models are Few-shot Multilingual LearnersGenta Indra Winata, Andrea Madotto, Zhaojiang Lin et al.93 citations · our summary
3. Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval ↗Xinyu Zhang, Xueguang Ma, Peng Shi et al.51 citations
4. VisualSem: a high-quality knowledge graph for vision and language ↗Houda Alberts, Ningyuan Huang, Yash Deshpande et al.34 citations
5. Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling ↗Jitin Krishnan, Antonios Anastasopoulos, Hemant Purohit et al.27 citations
6. Specializing Multilingual Language Models: An Empirical Study ↗Ethan C. Chau, Noah A. Smith14 citations
7. Cross-Lingual Training of Dense Retrievers for Document Retrieval ↗Peng Shi, Rui Zhang, He Bai et al.12 citations
8. Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance ↗Karthikeyan K, Aalok Sathe, Somak Aditya et al.7 citations
9. Learning Contextualised Cross-lingual Word Embeddings and Alignments for Extremely Low-Resource Languages Using Parallel Corpora ↗Takashi Wada, Tomoharu Iwata, Yuji Matsumoto et al.7 citations
10. The Effectiveness of Intermediate-Task Training for Code-Switched Natural Language Understanding ↗Archiki Prasad, Mohammad Ali Rehan, Shreya Pathak et al.6 citations
11. Learning Cross-lingual Representations for Event Coreference Resolution with Multi-view Alignment and Optimal Transport ↗Duy Phung, Hieu Minh Tran, Minh Van Nguyen et al.5 citations
12. Do not neglect related languages: The case of low-resource Occitan cross-lingual word embeddings ↗Lisa Woller, Viktor Hangya, Alexander Fraser3 citations
13. Multilingual and Multilabel Emotion Recognition using Virtual Adversarial TrainingVikram Gupta3 citations · our summary
14. On the Cross-lingual Transferability of Contextualized Sense Embeddings ↗Kiamehr Rezaee, Daniel Loureiro, Jose Camacho-Collados et al.3 citations
15. Shaking Syntactic Trees on the Sesame Street: Multilingual Probing with Controllable Perturbations ↗Ekaterina Taktasheva, Vladislav Mikhailov, Ekaterina Artemova3 citations
16. Analysis of Zero-Shot Crosslingual Learning between English and Korean for Named Entity Recognition ↗Jongin Kim, Nayoung Choi, Seunghyun Lim et al.1 citation
17. Improving the Diversity of Unsupervised Paraphrasing with Embedding Outputs ↗Monisha Jegadeesan, Sachin Kumar, John Wieting et al.1 citation
18. Sequence Mixup for Zero-Shot Cross-Lingual Part-Of-Speech Tagging ↗Megh Thakkar, Vishwa Shah, Ramit Sawhney et al.1 citation
19. Vyākarana: A Colorless Green Benchmark for Syntactic Evaluation in Indic Languages ↗Rajaswa Patil, Jasleen Dhillon, Siddhant Mahurkar et al.1 citation
20. Clustering Monolingual Vocabularies to Improve Cross-Lingual Generalization ↗Riccardo Bassani, Anders Søgaard, Tejaswini Deoskar
21. DMix: Distance Constrained Interpolative Mixup ↗Ramit Sawhney, Megh Thakkar, Shrey Pandit et al.
22. Identifying the Importance of Content Overlap for Better Cross-lingual Embedding Mappings ↗Réka Cserháti, Gábor Berend
23. Regularising Fisher Information Improves Cross-lingual Generalisation ↗Asa Cooper Stickland, Iain Murray
24. Well-Defined Morphology is Sentence-Level Morphology ↗Omer Goldman, Reut Tsarfaty

📄 Papers with our summary in our library (3)

The most cited first (OpenAlex citations plus our library's).

1. Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced LanguagesWorkshop on Multilingual Representation LearningKelechi Ogueji, Yuxin Zhu, Jimmy Lin2021 · 266 citations
2. Language Models are Few-shot Multilingual LearnersWorkshop on Multilingual Representation LearningGenta Indra Winata, Andrea Madotto, Zhaojiang Lin, et al.2021 · 174 citations
3. Multilingual and Multilabel Emotion Recognition using Virtual Adversarial TrainingWorkshop on Multilingual Representation LearningVikram Gupta2021 · 5 citations

🧭 Top topics

Topics of its works in our library, with the number of works on each.

🌍Multilingual & cross-lingual NLP (3)🧠Language models & pretraining (2)😊Sentiment & emotion (1)🌱Low-resource languages (1)

📚 Fields

🎭Arts and Humanities (3)🖥️Computer Science (3)💭Psychology (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🏢GoogleMountain View · United States1 work here🎓University of WaterlooWaterloo · Canada1 work here🎓Hong Kong University of Science and TechnologyHong Kong · China1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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