@article{canllmstranslatehumaninstructionsintoare, title = {Can LLMs Translate Human Instructions into a Reinforcement Learning Agent's Internal Emergent Symbolic Representation?}, author = {Ziqi Ma and Sao Mai Nguyen and Philippe Xu}, year = {2025}, eprint = {2510.24259}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.24259}, }