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distilbert-emotion-ekman-mbti-v2
akrvnka/distilbert-emotion-ekman-mbti-v2
distilbert-emotion-ekman-mbti-v2 is a machine learning model from akrvnka. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
Versi kedua model, dilatih ulang sebagai bagian eksperimen dengan dataset MBTI baru (datasnaek/mbti-type) untuk tahap klasifikasi kepribadian selanjutnya.
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At a glance
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Aug 21, 2026
- Updated
- Aug 21, 2026
- SHA
- 845402d5
Model card
From the Hugging Face model README
DistilBERT Fine-tuned for Ekman Emotion Classification (v2)
Versi kedua model, dilatih ulang sebagai bagian eksperimen dengan dataset MBTI baru (datasnaek/mbti-type) untuk tahap klasifikasi kepribadian selanjutnya.
Performa Model (Data Uji)
- Accuracy: 0.9082
- Precision (macro): 0.8760
- Recall (macro): 0.9153
- F1-score (macro): 0.8941
Cara Pakai
from transformers import pipeline
clf = pipeline("text-classification", model="akrvnka/distilbert-emotion-ekman-mbti-v2")
clf("I am so excited for tomorrow!")
Training Detail
- Base model: distilbert-base-uncased
- Epochs: 12 (early stopping, load_best_model_at_end)
- Learning rate: 2e-5
- Class weighting diterapkan untuk menangani ketidakseimbangan kelas
- Dataset: Twitter Reviews for Emotion Analysis (train:val:test = 70:15:15, stratified)
- Type
- distilbert
- License
- apache-2.0
- Languages
- en
- Created
- Aug 21, 2026
- Updated
- Aug 21, 2026