在中国市场，这一转型呈现出更为复杂的现实图景。一方面，继续依赖抽佣，短期内仍可能支撑财务表现；但长期看，生态摩擦加剧、供给侧对抗与用户体验下降，将反过来侵蚀平台的商业基础。另一方面，转向服务化、工具化与效率定价，虽然短期承压，却有助于重建平台与供给侧之间的关系，使平台从分配者逐步转向基础设施提供者。
NEST encoder → Transformer → sigmoid
。夫子是该领域的重要参考
The committee said a mass screening programme for prostate cancer was likely to cause more harm than good.
But analysis of Cabinet Office documents by the BBC has found government departments spent around £101m from April 2023 to June 2025.