📰 Workshop on Multilingual Representation Learning 2025: all accepted papers

41 papers · the most cited first · ← Workshop on Multilingual Representation Learning 2025

1. jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval ↗Michael Günther, Saba Sturua, Mohammad Kalim Akram et al.24 citations
2. Improving Language Transfer Capability of Decoder-only Architecture in Multilingual Neural Machine Translation ↗Zhi Qu, Yiran Wang, Chenchen Ding et al.3 citations
3. Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap ↗Hyunwoo Ko, Guijin Son, Dasol Choi3 citations
4. Exploring the Role of Transliteration in In-Context Learning for Low-resource Languages Written in Non-Latin Scripts ↗Chunlan Ma, Yihong Liu, Haotian Ye et al.2 citations
5. On the Consistency of Multilingual Context Utilization in Retrieval-Augmented Generation ↗Jirui Qi, Raquel Fernández, Arianna Bisazza2 citations
6. Quality-Aware Translation Tagging in Multilingual RAG system ↗Hoyeon Moon, Byeolhee Kim, Nikhil Verma2 citations
7. SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest ↗Shayan Vassef, Amirhossein Dabiriaghdam, Mohammadreza Bakhtiari et al.2 citations
8. When Scripts Diverge: Strengthening Low-Resource Neural Machine Translation Through Phonetic Cross-Lingual Transfer ↗Ammon Shurtz, Christian Richardson, Stephen D. Richardson2 citations
9. A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities ↗Haotian Ye, Axel Wisiorek, Antonis Maronikolakis et al.1 citation
10. Alif: Advancing Urdu Large Language Models via Multilingual Synthetic Data Distillation ↗Muhammad Ali Shafique, Kanwal Mehreen, Muhammad Arham et al.1 citation
11. Conditions for Catastrophic Forgetting in Multilingual Translation ↗Danni Liu, Jan Niehues1 citation
12. Culturally-Nuanced Story Generation for Reasoning in Low-Resource Languages: The Case of Javanese and SundaneseSalsabila Zahirah Pranida, Rifo Ahmad Genadi, Fajri Koto1 citation · our summary
13. Monolingual Adapter Networks for Efficient Cross-Lingual Alignment ↗Pulkit Arya1 citation
14. Reversible Disentanglement of Meaning and Language Representations from Multilingual Sentence Encoders ↗Keita Fukushima, Tomoyuki Kajiwara, Takashi Ninomiya1 citation
15. RoBiologyDataChoiceQA: A Romanian Dataset for improving Biology understanding of Large Language Models ↗Dragos-Dumitru Ghinea, Adela-Nicoleta Corbeanu, Marius-Adrian Dumitran1 citation
16. CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents ↗Francisco Valentini, Diego Kozlowski, Vincent Lariviere
17. CoCo-CoLa: Evaluating and Improving Language Adherence in Multilingual LLMs ↗Elnaz Rahmati, Alireza Salkhordeh Ziabari, Morteza Dehghani
18. Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction ↗Mengying Yuan, WenHao Wang, Zixuan Wang et al.
19. Cross-Lingual Knowledge Augmentation for Mitigating Generic Overgeneralization in Multilingual Language Models ↗Sello Ralethe, Jan Buys
20. Cross-lingual Transfer Dynamics in BLOOMZ: Insights into Multilingual Generalization ↗Sabyasachi Samantaray, Preethi Jyothi
21. Entropy2Vec: Crosslingual Language Modeling Entropy as End-to-End Learnable Language Representations ↗Patrick Amadeus Irawan, Ryandito Diandaru, Belati Jagad Bintang Syuhada et al.
22. Extended Abstract for “Linguistic Universals”: Emergent Shared Features in Independent Monolingual Language Models via Sparse Autoencoders ↗Ej Zhou, Suchir Salhan
23. How Can We Relate Language Modeling to Morphology? ↗Wessel Poelman, Thomas Bauwens, Miryam de Lhoneux
24. Language Surgery in Multilingual Large Language Models ↗Joanito Agili Lopo, Muhammad Ravi Shulthan Habibi, Tack Hwa Wong et al.
25. Meta-Pretraining for Zero-Shot Cross-Lingual Named Entity Recognition in Low-Resource Philippine Languages ↗David Demitri Africa, Suchir Salhan, Yuval Weiss et al.
26. Mind the (Language) Gap: Towards Probing Numerical and Cross-Lingual Limits of LVLMs ↗Somraj Gautam, Abhirama Subramanyam Penamakuri, Abhishek Bhandari et al.
27. Multilingual Learning Strategies in Multilingual Large Language Models ↗Ali Basirat
28. No Language Data Left Behind: A Cross-Cultural Study of CJK Language Datasets in the Hugging Face Ecosystem ↗Dasol Choi, Woomyoung Park, Youngsook Song
29. Pragyaan: Designing and Curating High-Quality Cultural Post-Training Datasets for Indian Languages ↗Neel Prabhanjan Rachamalla, Aravind Konakalla, Gautam Rajeev et al.
30. Reassessing Speech Translation for Low-Resource Languages: Do LLMs Redefine the State-of-the-Art Against Cascaded Models? ↗Jonah Dauvet, Min Ma, Jessica Ojo et al.
31. Relevant for the Right Reasons? Investigating Lexical Biases in Zero-Shot and Instruction-Tuned Rerankers ↗Yuchen Mao, Barbara Plank, Robert Litschko
32. Scaling, Simplification, and Adaptation: Lessons from Pretraining on Machine-Translated Text ↗Dan John Velasco, Matthew Theodore Roque
33. Sub-1B Language Models for Low-Resource Languages: Training Strategies and Insights for Basque ↗Gorka Urbizu, Ander Corral, Xabier Saralegi et al.
34. TenseLoC: Tense Localization and Control in a Multilingual LLM ↗Ariun-Erdene Tumurchuluun, Yusser Al Ghussin, David Mareček et al.
35. The Unreasonable Effectiveness of Model Merging for Cross-Lingual Transfer in LLMs ↗Lucas Bandarkar, Nanyun Peng
36. Training of LLM-Based List-Wise Multilingual Reranker ↗Hao Yu, David Ifeoluwa Adelani
37. Type and Complexity Signals in Multilingual Question Representations ↗Robin Kokot, Wessel Poelman
38. Universal Patterns of Grammatical Gender in Multilingual Large Language Models ↗Andrea Schröter, Ali Basirat
39. Unlocking LLM Safeguards for Low-Resource Languages via Reasoning and Alignment with Minimal Training Data ↗Zhuowei Chen, Bowei Zhang, Nankai Lin et al.
40. What if I ask in alia lingua? Measuring Functional Similarity Across Languages ↗Debangan Mishra, Arihant Rastogi, Agyeya Singh Negi et al.
41. Zero-Shot Cross-Lingual Transfer using Prefix-Based Adaptation ↗Snegha A, Sayambhu Sen, Piyush Singh Pasi et al.

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