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Workshop on Multilinguality in the Era of Large Language Models 2026 — accepted papers

Workshop on Multilinguality in the Era of Large Language Models 2026 is the 2026 edition of the Workshop on Multilinguality in the Era of Large Language Models, held in San Diego, United States, July 2026 (publisher: Association for Computational Linguistics). The ACL Anthology lists 31 papers of it; our library holds 19 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 San Diego, United States · 🗓 July 2026

 31papers in the proceedings 19works in our library 1citations of these works

All accepted papers (31)

The most cited first; 19 with our summary link to their page here, the others to the original.

  1. Benchmarking Byte-Pair Encoding Tokenizers on Different Languages with Bits per Byte ↗Soham Chowdhury, Warren Woolf
  2. Beyond Accuracy: A Structured Error Analysis of Multilingual LLMs on Marathi Script Variation and SyntaxTejas Patil, Barnali Chetiaour summary
  3. Causal Localization of the English Pivot in LLaVA: Mechanistic VLM Analysis and Training-Free Multilingual SteeringAbrar Zahin Raihan, Aurchi Chowdhuryour summary
  4. Cross-Lingual Bias in Large Language Models: A Comparative Analysis of English and SwahiliRuolei Zhang, Teddy Njuguna, Yue Fengour summary
  5. Cross-Lingual Sentiment Misalignment: Auditing Multilingual Language Models for Inversion Risk, Dialectal Representation, and Affective Stability ↗Nusrat Jahan Lia, Shubhashis Roy Dipta
  6. DIMAS-OMOP: A Deliberative Intelligence-Based Multi-Agent System for Chinese Medical Text Standardization toward OMOPHanlin Lv, Xiao Wang, Kesong Wu et al.our summary
  7. Do Thoughts Depth Affect Multilingual Reasoning?Linjian Yang, Xinyan Wang, Kunpeng Liuour summary
  8. Evaluating Multilingual Tokenization under Worst-N Parity-Aware BPE ↗Vani Kanjirangat, David Kletz, Tanja Samardzic et al.
  9. Evidence-Augmented Generation Reasoning for Extremely Low-Resource Language DeciphermentXiaoyu Zhu, Long Yuan, Rui Qi et al.our summary
  10. GAIA-v2-LILT: Multilingual Adaptation of Agent Benchmark beyond Translation ↗Yunsu Kim, Kaden Uhlig, Joern Wuebker
  11. Group-Merger: A LoRA-based Framework for Multilingual Continual LearningWeijian yi, Hongliang Li, Jinan Xuour summary
  12. Improving Korean-English Cross-Lingual Retrieval: A Data-Centric Study of Language Composition and Model Merging ↗Youngjoon Jang, Junyoung Son, Taemin Lee et al.
  13. Kyrgyz Text Normalization: A Comparative Study of Neural and Rule-Based ApproachesZarina Uvalieva, Bektemir Kumarbai Uulu, Adilet Metinov et al.our summary
  14. Lost in Dialect: The Annotation Gap in Multilingual LLM Safety ↗Wajdi Zaghouani
  15. MFMDQwen: Multilingual Financial Misinformation Detection Based on Large Language ModelZhiwei Liu, Yuyan Wang, Yuechen Jiang et al.our summary
  16. MLingualFC: Evaluating Jailbreak Vulnerabilities in Multilingual Vision-Language ModelsRishabh Makwana, Mamta Mamta, Deeksha Varshney et al.our summary
  17. MultiHaluDet: Multilingual Hallucination Detection via LLM Hidden State Probing ↗Riasad Alvi, Nurul Labib Sayeedi, Md. Faiyaz Abdullah Sayeedi
  18. Multilingual Chain-of-Thought Compression via Cross-Lingual DistillationJiarui Wan, Songming Zhang, Yufeng Chenour summary
  19. Multilingual Disparities in LLM-Based Safety Judgments: Evidence from Brand Safety ApplicationsSongjiang Liu, Riley Grossman, Mike Smith et al.our summary
  20. On the Limits of Model Merging for Multilinguality in Pre-Training ↗Seth Aycock, Fedor Vitiugin, Aleksandr Umnov et al.
  21. P3B3: A Multi-Turn Conversational Benchmark for Measuring European and Brazilian Portuguese Variety Bias in LLMs ↗Rafael Ferreira, Inês Vieira, Inês Calvo et al.
  22. Polyglot-Lion: Efficient Multilingual ASR for Singapore via Balanced Fine-Tuning of Qwen3-ASR ↗Quy-Anh Dang, Chris Ngo
  23. Query-Synergy: Leveraging High-Resource Languages for Improving Retrieval Performance Across Multiple Languages ↗Seongtae Hong, Jungseob Lee, Hyeonseok Moon et al.
  24. SN-WER: Script-Normalized WER for Multi-Script Indic ASR EvaluationPriyaranjan Pattnayakour summary
  25. ShahiEmotion: A Benchmark Dataset for Punjabi Shahmukhi Emotion DetectionUsman Nawaz, Muhammad Junaid Iqbal, Tahir Alyas et al.our summary

See all 31 papers in Workshop on Multilinguality in the Era of Large Language Models 2026 — accepted papers →

 Papers with our summary in our library (19)

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

  1. When Retrieval Hurts: Evidence Utilization, Script Fidelity, and Knowledge Conflicts in Multilingual RAGWorkshop on Multilinguality in the Era of Large Language ModelsVaralekshmy M Mohan, Swathi Jayakumar, Gadha Saji Menon, et al.2026 · 1 citation
  2. The Multilingual Curse at the Retrieval Layer: Evidence from AmharicWorkshop on Multilinguality in the Era of Large Language ModelsYosef Worku Alemneh, Kidist Amde Mekonnen, Maarten de Rijke2026
  3. MFMDQwen: Multilingual Financial Misinformation Detection Based on Large Language ModelWorkshop on Multilinguality in the Era of Large Language ModelsZhiwei Liu, Yuyan Wang, Yuechen Jiang, et al.2026
  4. Multilingual Disparities in LLM-Based Safety Judgments: Evidence from Brand Safety ApplicationsWorkshop on Multilinguality in the Era of Large Language ModelsSongjiang Liu, Riley Grossman, Mike Smith, et al.2026
  5. DIMAS-OMOP: A Deliberative Intelligence-Based Multi-Agent System for Chinese Medical Text Standardization toward OMOPWorkshop on Multilinguality in the Era of Large Language ModelsHanlin Lv, Xiao Wang, Kesong Wu, et al.2026
  6. MLingualFC: Evaluating Jailbreak Vulnerabilities in Multilingual Vision-Language ModelsWorkshop on Multilinguality in the Era of Large Language ModelsRishabh Makwana, Mamta Mamta, Deeksha Varshney, et al.2026
  7. ShahiEmotion: A Benchmark Dataset for Punjabi Shahmukhi Emotion DetectionWorkshop on Multilinguality in the Era of Large Language ModelsUsman Nawaz, Muhammad Junaid Iqbal, Tahir Alyas, et al.2026
  8. The Broken Telephone Changes Tone: Examining Nuanced Linguistic Cues in LLM Chains-of-TranslationWorkshop on Multilinguality in the Era of Large Language ModelsQuang Minh Nguyen, Maida Aizaz, Braahmi Padmakumar2026
  9. Beyond Accuracy: A Structured Error Analysis of Multilingual LLMs on Marathi Script Variation and SyntaxWorkshop on Multilinguality in the Era of Large Language ModelsTejas Patil, Barnali Chetia2026
  10. SN-WER: Script-Normalized WER for Multi-Script Indic ASR EvaluationWorkshop on Multilinguality in the Era of Large Language ModelsPriyaranjan Pattnayak2026
  11. When English Isn't the Best Teacher: Source Language Effects in Cross-Lingual In-Context LearningWorkshop on Multilinguality in the Era of Large Language ModelsFred Philippy, Siwen Guo, Jacques Klein, et al.2026
  12. Causal Localization of the English Pivot in LLaVA: Mechanistic VLM Analysis and Training-Free Multilingual SteeringWorkshop on Multilinguality in the Era of Large Language ModelsAbrar Zahin Raihan, Aurchi Chowdhury2026
  13. mmPISA-bench: Do LLMs Reason Equally Well Across 43 Languages?Workshop on Multilinguality in the Era of Large Language ModelsYerzhan Sapenov, Jaromir Savelka2026
  14. Kyrgyz Text Normalization: A Comparative Study of Neural and Rule-Based ApproachesWorkshop on Multilinguality in the Era of Large Language ModelsZarina Uvalieva, Bektemir Kumarbai Uulu, Adilet Metinov, et al.2026
  15. Multilingual Chain-of-Thought Compression via Cross-Lingual DistillationWorkshop on Multilinguality in the Era of Large Language ModelsJiarui Wan, Songming Zhang, Yufeng Chen2026
  16. Do Thoughts Depth Affect Multilingual Reasoning?Workshop on Multilinguality in the Era of Large Language ModelsLinjian Yang, Xinyan Wang, Kunpeng Liu2026
  17. Group-Merger: A LoRA-based Framework for Multilingual Continual LearningWorkshop on Multilinguality in the Era of Large Language ModelsWeijian yi, Hongliang Li, Jinan Xu2026
  18. Cross-Lingual Bias in Large Language Models: A Comparative Analysis of English and SwahiliWorkshop on Multilinguality in the Era of Large Language ModelsRuolei Zhang, Teddy Njuguna, Yue Feng2026
  19. Evidence-Augmented Generation Reasoning for Extremely Low-Resource Language DeciphermentWorkshop on Multilinguality in the Era of Large Language ModelsXiaoyu Zhu, Long Yuan, Rui Qi, et al.2026

 Top topics

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

Multilingual & cross-lingual NLP (12)Language models & pretraining (5)Reasoning (3)Bias, fairness & safety (3)English (3)Information retrieval & search (2)Vision & language (2)Sentiment & emotion (1)Speech & spoken language (1)Low-resource languages (1)Evaluation & benchmarks (1)Semitic languages (1)Syntax & grammar formalisms (1)Interpretability (1)

 Fields

Computer Science (19)Arts and Humanities (16)Social Sciences (3)Biochemistry, Genetics and Molecular Biology (1)Medicine (1)Psychology (1)

 Top authors

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

🧑‍🔬Jinan Xu2 works here🧑‍🔬Vani Kanjirangat1 work here · 1 citation🧑‍🔬Adilet Metinov1 work here🧑‍🔬Cristian Borcea1 work here🧑‍🔬Deeksha Varshney1 work here🧑‍🔬Fred Philippy1 work here🧑‍🔬Hongliang Li1 work here🧑‍🔬Jacques Klein1 work here🧑‍🔬Jimin Huang1 work here🧑‍🔬Kidist Amde Mekonnen1 work here🧑‍🔬Kunpeng Liu1 work here🧑‍🔬Lei Li1 work here

 Top institutions

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

🎓Beijing Jiaotong UniversityBeijing · China3 works here🎓Stevens Institute of TechnologyHoboken · United States1 work here🎓University of Rome Tor VergataRome · Italy1 work here🎓New Jersey Institute of TechnologyNewark · United States1 work here🎓Portland State UniversityPortland · United States1 work here🏢OracleAustin · United States1 work here🎓University of Applied Sciences and Arts of Southern SwitzerlandManno · Switzerland1 work here🎓Indian Institute of Technology JodhpurJodhpur · India1 work here🎓Korea Advanced Institute of Science and TechnologyDaejeon · South Korea1 work here🎓The University of QueenslandBrisbane · Australia1 work here🎓Bangladesh University of Engineering and TechnologyDhaka · Bangladesh1 work here🎓King's College LondonLondon · United Kingdom1 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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