Jayywestty/dala-intent-model

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: [email protected] GitHub: jaywestty