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ArXiv-2020-A Survey of Active Learning for Text Classification using Deep Neural Networks #324

Open BrambleXu opened 3 years ago

BrambleXu commented 3 years ago

Summary:

针对文本分类问题,将NN用于AC的综述。将NN用于AC的两大问题:(a)神经网络无法提供可靠的不确定性估计,(b)在小数据上训练DNN的挑战。

Resource:

Paper information:

Notes:

将NN用于AC的两大问题:(a)神经网络无法提供可靠的不确定性估计,(b)在小数据上训练DNN的挑战。

针对前者,构建了一个query策略,用于辨别不同样本选择策略的流行度 data-based, model-based, and prediction-based。

Model Graph:

Result:

Thoughts:

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