Instructions to use kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16 with PEFT:
from peft import PeftModel from transformers import AutoModelForSequenceClassification base_model = AutoModelForSequenceClassification.from_pretrained("microsoft/Phi-3.5-mini-instruct") model = PeftModel.from_pretrained(base_model, "kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16") - Notebooks
- Google Colab
- Kaggle
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Download README.md from kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16: direct link, hf CLI and curl.
- Browser
- Download file 1.21 kB
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https://huggingface.co/kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16/resolve/main/README.md
- Command line
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hf download hf://kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16/README.md
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curl -L -o README.md https://huggingface.co/kamel-usp/jbcs2025_Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16/resolve/main/README.md
1.21 kB
metadata
language:
- pt
- en
tags:
- aes
datasets:
- kamel-usp/aes_enem_dataset
base_model: microsoft/Phi-3.5-mini-instruct
metrics:
- accuracy
- qwk
library_name: peft
model-index:
- name: Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16
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: 0.2258800762410992
- name: QWK
type: qwk
value: 0.1810829470361967
- name: Weighted Macro F1
type: f1
value: 0.28895990848185
Model ID: Phi-3.5-mini-instruct-phi35_classification_lora-C3-essay_only-r16
Results
| test_data | |
|---|---|
| eval_accuracy | 0.318841 |
| eval_RMSE | 64.6955 |
| eval_QWK | 0.181083 |
| eval_Macro_F1 | 0.22588 |
| eval_Weighted_F1 | 0.28896 |
| eval_Micro_F1 | 0.318841 |
| eval_HDIV | 0.152174 |