KnowMAN: 弱监督多项式对抗网络

Sep, 2021

KnowMAN: Weakly Supervised Multinomial Adversarial Networks

Luisa März, Ehsaneddin Asgari, Fabienne Braune, Franziska Zimmermann, Benjamin Roth

TL;DR通过利用标注函数对弱监督学习进行控制，我们提出了KnowMAN方法，该方法避免过度依赖标注函数所捕捉到的特定信号，从而改善与预训练转换器语言模型和基于特征的基线相比的结果。

Abstract

The absence of labeled data for training neural models is often addressed by leveraging knowledge about the specific task, resulting in heuristic but noisy labels. The knowledge is captured in labeling functions,