Instructions to use kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context with PEFT:
from peft import PeftModel from transformers import AutoModelForSequenceClassification base_model = AutoModelForSequenceClassification.from_pretrained("meta-llama/Llama-3.1-8B") model = PeftModel.from_pretrained(base_model, "kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context") - Notebooks
- Google Colab
- Kaggle
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Download README.md from kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context: direct link, hf CLI and curl.
- Browser
- Download file 1.19 kB
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https://huggingface.co/kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context/resolve/main/README.md
- Command line
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hf download hf://kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context/README.md
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curl -L -o README.md https://huggingface.co/kamel-usp/jbcs2025_Llama-3.1-8B-llama31_classification_lora-C2-full_context/resolve/main/README.md
1.19 kB
metadata
language:
- pt
- en
tags:
- aes
datasets:
- kamel-usp/aes_enem_dataset
base_model: meta-llama/Llama-3.1-8B
metrics:
- accuracy
- qwk
library_name: peft
model-index:
- name: Llama-3.1-8B-llama31_classification_lora-C2-full_context
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: 0.2204935951933587
- name: QWK
type: qwk
value: 0.3204971475142625
- name: Weighted Macro F1
type: f1
value: 0.3372856483605482
Model ID: Llama-3.1-8B-llama31_classification_lora-C2-full_context
Results
| test_data | |
|---|---|
| eval_accuracy | 0.376812 |
| eval_RMSE | 57.9855 |
| eval_QWK | 0.320497 |
| eval_Macro_F1 | 0.220494 |
| eval_Weighted_F1 | 0.337286 |
| eval_Micro_F1 | 0.376812 |
| eval_HDIV | 0.0289855 |