SokoBench: Evaluating Long-Horizon Planning and Reasoning in Large Language Models

SokoBench is introduced as a benchmark for evaluating the long-horizon planning and reasoning capabilities of large language models. This is critical for developing more capable and reliable LLMs for complex real-world tasks requiring sequential decision-making and intricate problem-solving.