📰 Workshop on Multilingual Representation Learning 2024: all accepted papers

30 papers · the most cited first · ← Workshop on Multilingual Representation Learning 2024

1. Bridging the Bosphorus: Advancing Turkish Large Language Models through Strategies for Low-Resource Language Adaptation and Benchmarking ↗Emre Can Acikgoz, Mete Erdogan, Deniz Yuret10 citations
2. Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever ↗Rohan Jha, Bo Wang, Michael Günther et al.7 citations
3. Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization ↗Alexandra Chronopoulou, Jonas Pfeiffer, Joshua Maynez et al.7 citations
4. SambaLingo: Teaching Large Language Models New Languages ↗Zoltan Csaki, Bo Li, Jonathan Lingjie Li et al.7 citations
5. Vikhr: Constructing a State-of-the-art Bilingual Open-Source Instruction-Following Large Language Model for Russian ↗Aleksandr Nikolich, Konstantin Korolev, Sergei Bratchikov et al.7 citations
6. Evaluating Multilingual Long-Context Models for Retrieval and ReasoningAmeeta Agrawal, Andy Dang, Sina Bagheri Nezhad et al.5 citations · our summary
7. Gender-specific Machine Translation with Large Language Models ↗Eduardo Sánchez, Pierre Andrews, Pontus Stenetorp et al.5 citations
8. Adapting Open-Source Generative Large Language Models for Low-Resource Languages: A Case Study for Turkish ↗Cagri Toraman4 citations
9. Language Bias in Multilingual Information Retrieval: The Nature of the Beast and Mitigation Methods ↗Jinrui Yang, Fan Jiang, Timothy Baldwin4 citations
10. Cross-Lingual Named Entity Recognition for Low-Resource Languages: A Hindi-Nepali Case Study Using Multilingual BERT Models ↗Dipendra Yadav, Sumaiya Suravee, Tobias Strauß et al.3 citations
11. Leveraging LLMs for Translating and Classifying Mental Health Data ↗Konstantinos Skianis, A. Seza Doğruöz, John Pavlopoulos3 citations
12. Tagengo: A Multilingual Chat Dataset ↗Peter Devine3 citations
13. An Efficient Approach for Studying Cross-Lingual Transfer in Multilingual Language Models ↗Fahim Faisal, Antonios Anastasopoulos1 citation
14. Community OSCAR: A Community Effort for Multilingual Web Data ↗Manuel Brack, Malte Ostendorff, Pedro Ortiz Suarez et al.1 citation
15. Detecting and Translating Language Ambiguity with Multilingual LLMs ↗Behrang Mehrparvar, Sandro Pezzelle1 citation
16. Mitigating the Linguistic Gap with Phonemic Representations for Robust Cross-lingual Transfer ↗Haeji Jung, Changdae Oh, Jooeon Kang et al.1 citation
17. Recipe for Zero-shot POS Tagging: Is It Useful in Realistic Scenarios? ↗Zeno Vandenbulcke, Lukas Vermeire, Miryam de Lhoneux1 citation
18. What an Elegant Bridge: Multilingual LLMs are Biased Similarly in Different Languages ↗Viktor Mihaylov, Aleksandar Shtedritski1 citation
19. Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets ↗Peter Devine
20. CUNI and LMU Submission to the MRL 2024 Shared Task on Multi-lingual Multi-task Information Retrieval ↗Katharina Hämmerl, Andrei-Alexandru Manea, Gianluca Vico et al.
21. Findings of the 2nd Shared Task on Multi-lingual Multi-task Information Retrieval at MRL 2024 ↗Francesco Tinner, Raghav Mantri, Mammad Hajili et al.
22. Generalization Measures for Zero-Shot Cross-Lingual Transfer ↗Saksham Bassi, Duygu Ataman, Kyunghyun Cho
23. Leveraging Adapters for Improved Cross-lingual Transfer for Low-Resource Creole MT ↗Marcell Fekete, Ernests Lavrinovics, Nathaniel Romney Robinson et al.
24. MLT-DR: Multi-Lingual/Task Demonstration Retrieval An Attempt towards Generalized Retriever for In-Context Learning ↗Kazuma Hashimoto, Arjun Reddy Akula, Karthik Raman et al.
25. McGill NLP Group Submission to the MRL 2024 Shared Task: Ensembling Enhances Effectiveness of Multilingual Small LMs ↗Senyu Li, Hao Yu, Jessica Ojo et al.
26. Modeling Bilingual Sentence Processing: Evaluating RNN and Transformer Architectures for Cross-Language Structural Priming ↗Demi Zhang, Bushi Xiao, Chao Gao et al.
27. Parameter-efficient Adaptation of Multilingual Multimodal Models for Low-resource ASR ↗Abhishek Gupta, Amruta Parulekar, Sameep Chattopadhyay et al.
28. Representational Isomorphism and Alignment of Multilingual Large Language Models ↗Di Wu, Yibin Lei, Andrew Yates et al.
29. Towards Cross-Linguistic Semantic Grounding using Dictionary Graph Analysis ↗Ethan Eschrich, Zoey Liu
30. Unsupervised Text Representation Learning via Instruction-Tuning for Zero-Shot Dense Retrieval ↗Qiuhai Zeng, Zimeng Qiu, Dae Yon Hwang et al.

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