Instructions to use kamel-usp/jbcs2025_phi4-balanced-C1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use kamel-usp/jbcs2025_phi4-balanced-C1 with PEFT:
from peft import PeftModel from transformers import AutoModelForSequenceClassification base_model = AutoModelForSequenceClassification.from_pretrained("microsoft/phi-4") model = PeftModel.from_pretrained(base_model, "kamel-usp/jbcs2025_phi4-balanced-C1") - Notebooks
- Google Colab
- Kaggle
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Download README.md from kamel-usp/jbcs2025_phi4-balanced-C1: direct link, hf CLI and curl.
- Browser
- Download file 1.27 kB
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https://huggingface.co/kamel-usp/jbcs2025_phi4-balanced-C1/resolve/81535f0133d8ea10f87d2a9acd22664acc887b62/README.md
- Command line
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hf download hf://kamel-usp/jbcs2025_phi4-balanced-C1@81535f0133d8ea10f87d2a9acd22664acc887b62/README.md
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curl -L -o README.md https://huggingface.co/kamel-usp/jbcs2025_phi4-balanced-C1/resolve/81535f0133d8ea10f87d2a9acd22664acc887b62/README.md
1.27 kB
| language: | |
| - pt | |
| - en | |
| tags: | |
| - aes | |
| datasets: | |
| - kamel-usp/aes_enem_dataset | |
| base_model: microsoft/phi-4 | |
| metrics: | |
| - accuracy | |
| - qwk | |
| library_name: peft | |
| model-index: | |
| - name: phi4-balanced-C1 | |
| 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 (ignoring nan) | |
| type: f1 | |
| value: 0.5725084663763909 | |
| - name: QWK | |
| type: qwk | |
| value: 0.6652455160246986 | |
| - name: Weighted Macro F1 | |
| type: f1 | |
| value: 0.6013651374602975 | |
| # Model ID: phi4-balanced-C1 | |
| ## Results | |
| | | test_data | | |
| |:-----------------------------|------------:| | |
| | eval_accuracy | 0.601449 | | |
| | eval_RMSE | 27.6626 | | |
| | eval_QWK | 0.665246 | | |
| | eval_Macro_F1 | 0.458007 | | |
| | eval_Macro_F1_(ignoring_nan) | 0.572508 | | |
| | eval_Weighted_F1 | 0.601365 | | |
| | eval_Micro_F1 | 0.601449 | | |
| | eval_HDIV | 0.00724638 | | |