Text Classification
Transformers
Safetensors
Portuguese
English
bert
aes
Eval Results (legacy)
text-embeddings-inference
Instructions to use kamel-usp/jbcs2025_bert-base-portuguese-cased-encoder_classification-C2-essay_only with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use kamel-usp/jbcs2025_bert-base-portuguese-cased-encoder_classification-C2-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-portuguese-cased-encoder_classification-C2-essay_only")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("kamel-usp/jbcs2025_bert-base-portuguese-cased-encoder_classification-C2-essay_only") model = AutoModelForSequenceClassification.from_pretrained("kamel-usp/jbcs2025_bert-base-portuguese-cased-encoder_classification-C2-essay_only", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 882 Bytes
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2025-07-09T16:34:51,jbcs2025,fd63b1ba-b0a5-4e24-95eb-9ad49bc1882a,bert-base-portuguese-cased-encoder_classification-C2-essay_only,82.2578282339964,0.0016470799263036229,2.0023382110432377e-05,45.11863636363636,210.4038427300964,58.0,0.0009896148093088753,0.004555671700089192,0.0013009159500592634,0.006846202459457331,Romania,ROU,gorj county,,,Linux-5.15.0-143-generic-x86_64-with-glibc2.35,3.12.11,3.0.2,36,Intel(R) Xeon(R) Gold 6248R CPU @ 3.00GHz,1,1 x NVIDIA RTX A6000,23.2904,45.0489,393.6063117980957,machine,N,1.0
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