AtomWorld: A Benchmark for Evaluating Spatial Reasoning in Large Language Models on Crystalline Materials
This paper introduces AtomWorld, a benchmark evaluating large language models on crystalline material structure modifications, which reveals that while models like Claude Opus 4.6 perform well on basic tasks, their success drops significantly with complex spatial reasoning, suggesting they are better suited as scientific copilots than autonomous agents.