LLM pipeline extracts nearly 9,000 high-quality blended-cement concrete records from over 27,000 publications with F1 scores up to 0.97 and enables ML analyses showing benefits of large diverse datasets.
211.1-91 Standard Practice for Selecting Proportions for Normal, Heavyweight, and Mass Concrete (Reapproved 2009) (2002)
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Large language model-enabled automated data extraction for concrete materials informatics
LLM pipeline extracts nearly 9,000 high-quality blended-cement concrete records from over 27,000 publications with F1 scores up to 0.97 and enables ML analyses showing benefits of large diverse datasets.