BriefGPT.xyz
Nov, 2018
面向可解释性自然语言处理:文本分类的生成式解释框架
Towards Explainable NLP: A Generative Explanation Framework for Text Classification
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Hui Liu, Qingyu Yin, William Yang Wang
TL;DR
本文提出了一个新的生成式解释框架,学习同时进行分类决策和生成细粒度解释,实验证明该方法可以生成简明的解释,超过所有基线系统。
Abstract
Building
explainable systems
is a critical problem in the field of
natural language processing
(NLP), since most machine learning models provide no explanations for the predictions. Existing approaches for explai
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