A staged LLM pipeline extracts normalized variable graphs from psychology abstracts at macro-F1 0.74, outperforming direct prompting on a new 210-abstract benchmark.
Somin Wadhwa, Silvio Amir, and Byron C
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EmpiriGraph-Psy: A Dataset and LLM Pipeline for Extracting Empirical Relation Graphs from Psychology Abstracts
A staged LLM pipeline extracts normalized variable graphs from psychology abstracts at macro-F1 0.74, outperforming direct prompting on a new 210-abstract benchmark.