@article{fromlanguagetoactioninarabicreliablestru, title = {From Language to Action in Arabic: Reliable Structured Tool Calling via Data-Centric Fine-Tuning}, author = {Omer Nacar and Deema Alquffari and Saleh Alsharideh and Adeem AlOtaibi and Abdulaziz Alabdulkarim and Leen Alhazmi and Nada Alomar and Wareef Alzubaidi and Nada Alsultan and Ahmed Alrabghi and Demah Alhoshan and Rana Alsayyari and Hamed Alruwaili and Albaraa Jaafar and Khaled Alusmani and Abdulaziz Alsohimy and Munirah Alsubaie and Shahd Aldukhayil and Arwa Alali and Yazeed BinShihah and Razan Alsulaymi and Nourah Alhumaid and Razan Abdulsalam and Reem Alamoudi and Mohammed Alkhalifa}, year = {2026}, eprint = {2603.16901}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.16901}, }