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title: "Workshop on Multilingual Representation Learning 2025"
description: "Workshop on Multilingual Representation Learning 2025 — accepted papers: 1 paper in the Elamur Research library, with our summaries…"
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# Workshop on Multilingual Representation Learning 2025 — accepted papers

Workshop on Multilingual Representation Learning 2025 is the 2025 edition of the Workshop on Multilingual Representation Learning (publisher: Association for Computational Linguistics). The ACL Anthology lists 41 papers of it; our library holds 1 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

[**41** papers in the proceedings](#all) · [**1** work in our library](https://md.research.elamur.ai/free/en/venues/mrl/2025/#works) · [**8** citations of these works](https://md.research.elamur.ai/free/en/venues/mrl/2025/#works)

## Most cited papers

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

1. **[jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval ↗](https://aclanthology.org/2025.mrl-main.36/)**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 ↗](https://aclanthology.org/2025.mrl-main.13/)**Zhi Qu, Yiran Wang, Chenchen Ding et al.*3 citations*
3. **[Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap ↗](https://aclanthology.org/2025.mrl-main.6/)**Hyunwoo Ko, Guijin Son, Dasol Choi*3 citations*
4. **[Exploring the Role of Transliteration in In-Context Learning for Low-resource Languages Written in Non-Latin Scripts ↗](https://aclanthology.org/2025.mrl-main.27/)**Chunlan Ma, Yihong Liu, Haotian Ye et al.*2 citations*
5. **[On the Consistency of Multilingual Context Utilization in Retrieval-Augmented Generation ↗](https://aclanthology.org/2025.mrl-main.15/)**Jirui Qi, Raquel Fernández, Arianna Bisazza*2 citations*
6. **[Quality-Aware Translation Tagging in Multilingual RAG system ↗](https://aclanthology.org/2025.mrl-main.12/)**Hoyeon Moon, Byeolhee Kim, Nikhil Verma*2 citations*
7. **[SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest ↗](https://aclanthology.org/2025.mrl-main.21/)**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 ↗](https://aclanthology.org/2025.mrl-main.22/)**Ammon Shurtz, Christian Richardson, Stephen D. Richardson*2 citations*
9. **[A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities ↗](https://aclanthology.org/2025.mrl-main.41/)**Haotian Ye, Axel Wisiorek, Antonis Maronikolakis et al.*1 citation*
10. **[Alif: Advancing Urdu Large Language Models via Multilingual Synthetic Data Distillation ↗](https://aclanthology.org/2025.mrl-main.19/)**Muhammad Ali Shafique, Kanwal Mehreen, Muhammad Arham et al.*1 citation*

## All accepted papers (41)

The most cited first; 1 with our summary link to their page here, the others to the original.

1. **[jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval ↗](https://aclanthology.org/2025.mrl-main.36/)**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 ↗](https://aclanthology.org/2025.mrl-main.13/)**Zhi Qu, Yiran Wang, Chenchen Ding et al.*3 citations*
3. **[Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap ↗](https://aclanthology.org/2025.mrl-main.6/)**Hyunwoo Ko, Guijin Son, Dasol Choi*3 citations*
4. **[Exploring the Role of Transliteration in In-Context Learning for Low-resource Languages Written in Non-Latin Scripts ↗](https://aclanthology.org/2025.mrl-main.27/)**Chunlan Ma, Yihong Liu, Haotian Ye et al.*2 citations*
5. **[On the Consistency of Multilingual Context Utilization in Retrieval-Augmented Generation ↗](https://aclanthology.org/2025.mrl-main.15/)**Jirui Qi, Raquel Fernández, Arianna Bisazza*2 citations*
6. **[Quality-Aware Translation Tagging in Multilingual RAG system ↗](https://aclanthology.org/2025.mrl-main.12/)**Hoyeon Moon, Byeolhee Kim, Nikhil Verma*2 citations*
7. **[SOI Matters: Analyzing Multi-Setting Training Dynamics in Pretrained Language Models via Subsets of Interest ↗](https://aclanthology.org/2025.mrl-main.21/)**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 ↗](https://aclanthology.org/2025.mrl-main.22/)**Ammon Shurtz, Christian Richardson, Stephen D. Richardson*2 citations*
9. **[A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities ↗](https://aclanthology.org/2025.mrl-main.41/)**Haotian Ye, Axel Wisiorek, Antonis Maronikolakis et al.*1 citation*
10. **[Alif: Advancing Urdu Large Language Models via Multilingual Synthetic Data Distillation ↗](https://aclanthology.org/2025.mrl-main.19/)**Muhammad Ali Shafique, Kanwal Mehreen, Muhammad Arham et al.*1 citation*
11. **[Conditions for Catastrophic Forgetting in Multilingual Translation ↗](https://aclanthology.org/2025.mrl-main.23/)**Danni Liu, Jan Niehues*1 citation*
12. **[Culturally-Nuanced Story Generation for Reasoning in Low-Resource Languages: The Case of Javanese and Sundanese](https://md.research.elamur.ai/free/en/papers/pranida-2025-culturally-nuanced-story-generation-reasoning/)**Salsabila Zahirah Pranida, Rifo Ahmad Genadi, Fajri Koto*1 citation · our summary*
13. **[Monolingual Adapter Networks for Efficient Cross-Lingual Alignment ↗](https://aclanthology.org/2025.mrl-main.24/)**Pulkit Arya*1 citation*
14. **[Reversible Disentanglement of Meaning and Language Representations from Multilingual Sentence Encoders ↗](https://aclanthology.org/2025.mrl-main.18/)**Keita Fukushima, Tomoyuki Kajiwara, Takashi Ninomiya*1 citation*
15. **[RoBiologyDataChoiceQA: A Romanian Dataset for improving Biology understanding of Large Language Models ↗](https://aclanthology.org/2025.mrl-main.37/)**Dragos-Dumitru Ghinea, Adela-Nicoleta Corbeanu, Marius-Adrian Dumitran*1 citation*
16. **[CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents ↗](https://aclanthology.org/2025.mrl-main.16/)**Francisco Valentini, Diego Kozlowski, Vincent Lariviere
17. **[CoCo-CoLa: Evaluating and Improving Language Adherence in Multilingual LLMs ↗](https://aclanthology.org/2025.mrl-main.5/)**Elnaz Rahmati, Alireza Salkhordeh Ziabari, Morteza Dehghani
18. **[Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction ↗](https://aclanthology.org/2025.mrl-main.2/)**Mengying Yuan, WenHao Wang, Zixuan Wang et al.
19. **[Cross-Lingual Knowledge Augmentation for Mitigating Generic Overgeneralization in Multilingual Language Models ↗](https://aclanthology.org/2025.mrl-main.32/)**Sello Ralethe, Jan Buys
20. **[Cross-lingual Transfer Dynamics in BLOOMZ: Insights into Multilingual Generalization ↗](https://aclanthology.org/2025.mrl-main.4/)**Sabyasachi Samantaray, Preethi Jyothi
21. **[Entropy2Vec: Crosslingual Language Modeling Entropy as End-to-End Learnable Language Representations ↗](https://aclanthology.org/2025.mrl-main.29/)**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 ↗](https://aclanthology.org/2025.mrl-main.9/)**Ej Zhou, Suchir Salhan
23. **[How Can We Relate Language Modeling to Morphology? ↗](https://aclanthology.org/2025.mrl-main.14/)**Wessel Poelman, Thomas Bauwens, Miryam de Lhoneux
24. **[Language Surgery in Multilingual Large Language Models ↗](https://aclanthology.org/2025.mrl-main.30/)**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 ↗](https://aclanthology.org/2025.mrl-main.8/)**David Demitri Africa, Suchir Salhan, Yuval Weiss et al.

[See all 41 papers in Workshop on Multilingual Representation Learning 2025 — accepted papers →](https://md.research.elamur.ai/free/en/venues/mrl/2025/papers/)

## Papers with our summary in our library (1)

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

1. **[Culturally-Nuanced Story Generation for Reasoning in Low-Resource Languages: The Case of Javanese and Sundanese](https://md.research.elamur.ai/free/en/papers/pranida-2025-culturally-nuanced-story-generation-reasoning/) [Workshop on Multilingual Representation Learning](https://md.research.elamur.ai/free/en/venues/mrl/)**Salsabila Zahirah Pranida, Rifo Ahmad Genadi, Fajri Koto*2025 · 8 citations*

## Top topics

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

[Text generation (1)](https://md.research.elamur.ai/free/en/topics/text-generation/) · [Low-resource languages (1)](https://md.research.elamur.ai/free/en/topics/low-resource-languages/) · [Reasoning (1)](https://md.research.elamur.ai/free/en/topics/reasoning/)

## Fields

[Arts and Humanities (1)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (1)](https://md.research.elamur.ai/free/en/shelves/computer-science/)

## Top authors

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

[🧑‍🔬**Fajri Koto**1 work here · 8 citations](https://md.research.elamur.ai/free/en/authors/fajri-koto/)

works and citations from OpenAlex and our library.

- [← previous Workshop on Multilingual Representation Learning 2024](https://md.research.elamur.ai/free/en/venues/mrl/2024/)
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