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Embedding issues about nlpaug HOT 2 CLOSED

neerajvashistha avatar neerajvashistha commented on August 18, 2024
Embedding issues

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Comments (2)

ricardopieper avatar ricardopieper commented on August 18, 2024

I've also seen this behavior. Perhaps this is due to cased/uncased embeddings.
For now I'm just lower casing everything and retrying if anything goes wrong.

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makcedward avatar makcedward commented on August 18, 2024

@neerajvashistha @ricardopieper
It happens when using any one of traditional word embeddgings (word2vec, GloVe, fasttext) augmenter. The root cause is that those words is out-of-vocabulary (OOV or unknown words).

Target to exclude OOV during augmentation. In other word, OOV will not be pick for augmentation. Although it is possible to calculate "most" similar word, I will prefer either exclude OOV. Up coming release will exclude OOV.

Open to discuss for better solution.

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