Transformers How to use kamel-usp/jbcs2025_bert-base-multilingual-cased-encoder_classification-C1-essay_only with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("text-classification", model="kamel-usp/jbcs2025_bert-base-multilingual-cased-encoder_classification-C1-essay_only") # Load model directly
from transformers import AutoTokenizer, AutoModelForSequenceClassification
tokenizer = AutoTokenizer.from_pretrained("kamel-usp/jbcs2025_bert-base-multilingual-cased-encoder_classification-C1-essay_only")
model = AutoModelForSequenceClassification.from_pretrained("kamel-usp/jbcs2025_bert-base-multilingual-cased-encoder_classification-C1-essay_only", device_map="auto") 
