Multi Label for Synonyms

Support
1

Hello everyone,

I have a question and I’m waiting for your suggestions. I have synonyms of the word in the sentence. I want to train this as input. I think I’m trying to talk about Multi Label.

For example:
train-features.de.txt > Ich sah alte frau .
train-labels.en.txt > I saw old|elderly|aged|senior woman .

How should I set my inputs? Thanks you for the answers.

2

Hi,

Multiple labels are not supported. What would be the expected behavior during inference?

3

You can split the multiple synonym labels into many (normal) sentences pairs. Try to change both parallel sentences to reduce overfitting. Therefore, have a further look at data augmentation:


4

Thanks for answers. Actually, it’s not my purpose to augment the data. But it was helpful to read. (link)

I thought it might be useful to identify alternative words. Maybe we can create a weight list.
I have no idea for during inference. If you think it is useless, I will give up this. @guillaumekln