Closed KhaLee2307 closed 1 year ago
Additionally, one more question, when semi-supervised learning, did you freeze any layer?
Thank you.
Hi, Thank you for your interest in our work :)
We do not choose data having high confidence scores. We do slight filtering here though. After this filtering, we used all of them. https://github.com/ku21fan/STR-Fewer-Labels/blob/e6aa817e2eacbf29b3fcd11390d78b1a8f96bf78/modules/semi_supervised.py#L54-L60
Yes, it is fixed.
and 4. Do you mean the fine-tuning experiments in Table 5? If so, it was not semi-supervised learning on synthetic data. For the experiments, after pretraining a model on synthetic data, we fine-tuned the model on real data. Thus semi-supervised learning is conducted with real data.
Additional question: No freeze. Although we made the freeze option here, we did not use it for our paper.
Best,
Thank you for your gorgeous research. I have some questions about your experiment (focus on Semi-Supervised Learning):
From the bottom of my heart, I'd be grateful if I could get a response from you. It will help my project a lot.