This report synthesises findings from 4 peer-reviewed papers addressing the following research question: How does fine-tuning AdaptToken-8B on domain-specific adversarial datasets affect its performance on reasoning tasks in AdvGLUE compared to general adversarial training. 10 claims were extracted from source literature; 10 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 7.7/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: How does fine-tuning AdaptToken-8B on domain-specific adversarial datasets affect its performance on reasoning tasks in AdvGLUE compared to general adversarial training?Autonomous literature synthesis. Automated review score: 7.7/10. Full text and citation available at Assignee Research.