@article{envsimbenchabenchmarkforevaluatingandimp, title = {EnvSimBench: A Benchmark for Evaluating and Improving LLM-Based Environment Simulation}, author = {Yi Liu and TingFeng Hui and Wei Zhang and Li Sun and Ningxin Su and Jian Wang and Sen Su}, year = {2026}, eprint = {2605.07247}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.07247}, }