Languages are Modalities: Cross-Lingual Alignment via Encoder Injection

arXiv — cs.CLMonday, November 3, 2025 at 5:00:00 AM
A new method called LLINK has been introduced to enhance the performance of instruction-tuned Large Language Models (LLMs) on low-resource, non-Latin scripts. This innovative approach addresses issues like tokenizer fragmentation and weak cross-lingual coupling without the need for retraining the decoder. By aligning sentence embeddings from a frozen multilingual encoder, LLINK promises to improve the accessibility and effectiveness of language models across diverse languages, making it a significant step forward in the field of natural language processing.
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