BriefGPT.xyz
Jun, 2021
模型何时以及为何失败？用于情感分析的人机交互型错误检测框架
When and Why does a Model Fail? A Human-in-the-loop Error Detection Framework for Sentiment Analysis
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Zhe Liu, Yufan Guo, Jalal Mahmud
TL;DR
本论文提出一种基于可解释特征的情感分析错误检测框架，通过人为干预的全局特征验证和全局与局部特征贡献分析，该方法能在高精度的情况下识别未知数据上的错误模型预测。
Abstract
Although
deep neural networks
have been widely employed and proven effective in
sentiment analysis
tasks, it remains challenging for model developers to assess their models for erroneous predictions that might ex
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