Text Classification
Transformers
Safetensors
Portuguese
English
deberta-v2
aes
Eval Results (legacy)
text-embeddings-inference
Instructions to use kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only") model = AutoModelForSequenceClassification.from_pretrained("kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only", device_map="auto") - Notebooks
- Google Colab
- Kaggle
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Download README.md from kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only: direct link, hf CLI and curl.
- Browser
- Download file 1.25 kB
-
https://huggingface.co/kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only/resolve/main/README.md
- Command line
-
hf download hf://kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only/README.md
-
curl -L -o README.md https://huggingface.co/kamel-usp/jbcs2025_albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only/resolve/main/README.md
1.25 kB
metadata
language:
- pt
- en
tags:
- aes
datasets:
- kamel-usp/aes_enem_dataset
base_model: PORTULAN/albertina-1b5-portuguese-ptbr-encoder
metrics:
- accuracy
- qwk
library_name: transformers
model-index:
- name: albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only
results:
- task:
type: text-classification
name: Automated Essay Score
dataset:
name: Automated Essay Score ENEM Dataset
type: kamel-usp/aes_enem_dataset
config: JBCS2025
split: test
metrics:
- name: Macro F1
type: f1
value: 0.2974558904383466
- name: QWK
type: qwk
value: 0.543046357615894
- name: Weighted Macro F1
type: f1
value: 0.5920471313301213
Model ID: albertina-1b5-portuguese-ptbr-encoder-encoder_classification-C4-essay_only
Results
| test_data | |
|---|---|
| eval_accuracy | 0.601449 |
| eval_RMSE | 27.6626 |
| eval_QWK | 0.543046 |
| eval_Macro_F1 | 0.297456 |
| eval_Weighted_F1 | 0.592047 |
| eval_Micro_F1 | 0.601449 |
| eval_HDIV | 0.00724638 |