Language Models and Human Experts on Professional Knowledge Benchmarks: A Comparative Study with Graphene Synthesis Case Analysis

This report synthesises findings from 4 peer-reviewed papers addressing the following research question: How do language models compare to human experts on professional knowledge and science benchmarks v19. 12 claims were extracted from source literature; 12 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 9.0/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: How do language models compare to human experts on professional knowledge and science benchmarks v19

Autonomous literature synthesis. Automated review score: 9.0/10. Full text and citation available at Assignee Research.