multilingual alignment

How Does Alignment Enhance LLMs’ Multilingual Capabilities? A Language Neurons Perspective AAAI 2026 Language-Aware Token Boosting: LLM Language Confusion Reduction Without Tuning ACL 2026 Aligning Large Language Models to Low-Resource Languages through LLM-Based Selective Translation: A Systematic Study AACL 2025 Aligning LLMs for Multilingual Consistency in Enterprise Applications EMNLP 2025 Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization IJCNLP 2025 CM-Align: Consistency-based Multilingual Alignment for Large Language Models EMNLP 2025 Cross-Lingual Representation Alignment Through Contrastive Image-Caption Tuning ACL 2025 Cross-lingual Transfer of Reward Models in Multilingual Alignment NAACL 2025 Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models EMNLP 2025 PLLuM-Align: Polish Preference Dataset for Large Language Model Alignment EMNLP 2025 A Lifelong Multilingual Multi-granularity Semantic Alignment Approach via Maximum Co-occurrence Probability COLING 2024 Getting More from Less: Large Language Models are Good Spontaneous Multilingual Learners EMNLP 2024 PreAlign: Boosting Cross-Lingual Transfer by Early Establishment of Multilingual Alignment EMNLP 2024 The Multilingual Alignment Prism: Aligning Global and Local Preferences to Reduce Harm EMNLP 2024 Cross-lingual Data Augmentation for Document-grounded Dialog Systems in Low Resource Languages ACL 2023 Bilingual alignment transfers to multilingual alignment for unsupervised parallel text mining ACL 2022 Exploring Document-Level Literary Machine Translation with Parallel Paragraphs from World Literature EMNLP 2022 JoTA: Aligning Multilingual Job Taxonomies through Word Embeddings (Student Abstract) AAAI 2022 Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding EMNLP 2022 M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-Training CVPR 2021 Massively Multilingual Document Alignment with Cross-lingual Sentence-Mover’s Distance AACL 2020 Unsupervised Multilingual Alignment using Wasserstein Barycenter IJCAI 2020 Unsupervised Hyper-alignment for Multilingual Word Embeddings ICLR 2019