@article{languageawaretokenboostingllmlanguagecon, title = {Language-Aware Token Boosting: LLM Language Confusion Reduction Without Tuning}, author = {Trapoom Ukarapol and Pakhapoom Sarapat and Nut Chukamphaeng}, year = {2026}, eprint = {2606.08994}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.08994}, }