Cement and concrete

An LLM pipeline pulled nearly 9,000 concrete records out of the literature in under an hour

A pipeline described in npj Computational Materials screened more than 27,000 concrete papers and reports an extraction F1 as high as 0.98 across several models. Rice University has a provisional patent pending on the method.