library_name: transformers
tags:
- text-classification
- healthcare
- intent-detection
- transformers
license: apache-2.0
datasets:
- BinKhoaLe1812/MedDialog-EN-100k
language:
- en
metrics:
- accuracy
- recall
- f1
base_model:
- FacebookAI/roberta-base
Model Card for Model ID
Dala Intent Model 🧠💬 Model Overview
The Dala Intent Model is a Transformer-based classifier that maps patient symptom queries to predefined intents. It is designed as part of the Dala AI Symptom Checker to help structure healthcare conversations for further reasoning.
Model Description
This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
- Developed by: @jaywestty
- Model type: BERT-like transformer (fine-tuned for text classification)
- Language(s) (NLP): English
- License: Apache-2.0
Uses
✅ Intended Uses:
- Classifying patient symptom descriptions into healthcare intents
- Assisting conversational AI in guiding users toward possible next steps
⚠️ Limitations:
- Not a diagnostic tool
- Should not replace professional medical advice
- Performance may vary on domains outside the training dataset
How to Get Started with the Model
```from transformers import AutoTokenizer, AutoModelForSequenceClassification
import torch
model_name = "Jayywestty/dala-intent-model"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForSequenceClassification.from_pretrained(model_name)
text = "I have chest pain and shortness of breath"
inputs = tokenizer(text, return_tensors="pt")
outputs = model(**inputs)
predicted_class = torch.argmax(outputs.logits, dim=-1).item()
print("Predicted intent:", predicted_class)```
Training Data
- Dataset: Proprietary healthcare dataset (10k examples)
- Split: 80% train / 10% validation / 10% test
- Optimizer: (lr = 3e-5)
- Batch size: 16
- Epochs: 3
- Evaluation metrics: Accuracy, F1
Evaluation
| Metric | Score |
|---|---|
| Accuracy | 0.85 |
| F1 Score | 0.86 |
Citation
@misc{dala-intent-model,
author = {Fadairo, Oluwajuwon},
title = {Dala Intent Model: Transformer for Healthcare Intent Classification},
year = {2025},
publisher = {Hugging Face},
howpublished = {\url{https://huggingface.co/Jayywestty/dala-intent-model}} }
Model Card Authors
Author: Fadairo Oluwajuwon
Model Card Contact
Email: juwonfadairo13@gmail.com GitHub: jaywestty