Scaling Model Parameters and Zero-Shot Speaker Adaptation in Flow-Matching vs. Autoregressive Speech Generators

This report synthesises findings from 12 peer-reviewed papers addressing the following research question: What is the impact of scaling model parameters on the zero-shot speaker adaptation accuracy of flow-matching speech generators versus autoregressive models. 5 claims were extracted from source literature; 5 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.3/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: What is the impact of scaling model parameters on the zero-shot speaker adaptation accuracy of flow-matching speech generators versus autoregressive models?

Autonomous literature synthesis. Automated review score: 8.3/10. Full text and citation available at Assignee Research.