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

31 papers · the most cited first · ← Workshop on Multilinguality in the Era of Large Language Models 2026

  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
  26. The Broken Telephone Changes Tone: Examining Nuanced Linguistic Cues in LLM Chains-of-TranslationQuang Minh Nguyen, Maida Aizaz, Braahmi Padmakumarour summary
  27. The Multilingual Curse at the Retrieval Layer: Evidence from AmharicYosef Worku Alemneh, Kidist Amde Mekonnen, Maarten de Rijkeour summary
  28. When English Isn't the Best Teacher: Source Language Effects in Cross-Lingual In-Context LearningFred Philippy, Siwen Guo, Jacques Klein et al.our summary
  29. When Retrieval Hurts: Evidence Utilization, Script Fidelity, and Knowledge Conflicts in Multilingual RAGVaralekshmy M Mohan, Swathi Jayakumar, Gadha Saji Menon et al.our summary
  30. Where Privacy Risk Lives in English-Source Multilingual RAG: A Stage-Decomposed Audit Across Five Query Languages ↗Yanhang Li, Zhichao Fan, Zexin Zhuang
  31. mmPISA-bench: Do LLMs Reason Equally Well Across 43 Languages?Yerzhan Sapenov, Jaromir Savelkaour summary

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