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Topic Classification Component #13

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lannelin opened this issue Nov 5, 2024 · 0 comments
Open

Topic Classification Component #13

lannelin opened this issue Nov 5, 2024 · 0 comments

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@lannelin
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lannelin commented Nov 5, 2024

Topic classification

Multi-label classification task with MultiEURLEX

Error measure: Hamming Accuracy/Zero-one accuracy
Uncertainty Quantification: Aggregate over k binary classifiers, entropy of predicted distribution is used for predictive uncertainty (https://proceedings.mlr.press/v70/li17a.html, https://arxiv.org/pdf/2006.11584). Other metrics such as mutual information and variance can be used for the model uncertainty (https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9761166).

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