How to use this model directly from the
from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("textattack/roberta-base-imdb") model = AutoModelForSequenceClassification.from_pretrained("textattack/roberta-base-imdb")
roberta-base model was fine-tuned for sequence classification using TextAttack
and the imdb dataset loaded using the
nlp library. The model was fine-tuned
for 5 epochs with a batch size of 64, a learning
rate of 3e-05, and a maximum sequence length of 128.
Since this was a classification task, the model was trained with a cross-entropy loss function.
The best score the model achieved on this task was 0.91436, as measured by the
eval set accuracy, found after 2 epochs.
For more information, check out TextAttack on Github.