@article{automatedinstructionrevisionairastructur, title = {Automated Instruction Revision (AIR): A Structured Comparison of Task Adaptation Strategies for LLM}, author = {Solomiia Bilyk and Volodymyr Getmanskyi and Taras Firman}, year = {2026}, eprint = {2604.09418}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.09418}, }