State-of-the-Art LLMs on GPQA Diamond: Performance and Scaling in Closed-World Classification

This report synthesises findings from 9 peer-reviewed papers addressing the following research question: GPQA Diamond benchmark: performance analysis and scaling --- rotation 1. 8 claims were extracted from source literature; 7 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.5/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: GPQA Diamond benchmark: performance analysis and scaling — rotation 1

Autonomous literature synthesis. Automated review score: 8.5/10. Full text and citation available at Assignee Research.