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bulldog-joy-bert
DrJJoy/bulldog-joy-bert
bulldog-joy-bert is a text classification model from DrJJoy. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
Happiness Vibration BERT is a fine-tuned bert-base-uncased model designed to measure Joy Intensity (0–3) in mindfulness-inspired language. It was developed as part of a full NLP and Generative AI pipeline exploring ho…
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- bert
- Access
- Public
- Created
- Nov 8, 2025
- Updated
- Nov 8, 2025
- SHA
- d90170cb
Try a prompt
Model card
From the Hugging Face model README
💫 Happiness Vibration BERT
Happiness Vibration BERT is a fine-tuned bert-base-uncased model designed to measure Joy Intensity (0–3) in mindfulness-inspired language.
It was developed as part of a full NLP and Generative AI pipeline exploring how linguistic tone reflects emotional well-being.
| Label | Meaning |
|---|---|
| 0 | Low Joy |
| 1 | Neutral |
| 2 | Warm |
| 3 | High Joy |
The model was trained on 1,000 programmatically generated, domain-specific comments designed to mimic the tone, language, and positive affect common in mindfulness and gratitude communities.
The dataset intentionally emphasizes higher-joy expressions to test a model’s ability to detect subtle variations within predominantly positive text.
🚀 Quick Use
from transformers import pipeline
clf = pipeline("text-classification", model="DrJJoy/bulldog-joy-bert")
clf("Walking in the sunrise with my bulldog.")
# [{'label': '3', 'score': 0.982}]
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- mit
- Languages
- en
- Created
- Nov 8, 2025
- Updated
- Nov 8, 2025