Scientific DataA multimodal dataset of causal mechanisms in materials science literatureYinpeng LiuCongrui WangJiawei LiuXiang ShiYong HuangQikai ChengWei Lu2026-01-16Full textDOI https://doi.org/10.1038/s41597-026-06598-5