Model Name: TinyLlama Heart Failure
Model Type: Fine-tuned Language Model Base Model: TinyLlama Domain: Heart Failure Q&A Version: 1.0 Date: July 13, 2025
Model Description
This model is a domain-specific fine-tuned version of TinyLlama, optimized for answering questions about heart failure. It has been trained to provide medically relevant information about heart failure symptoms, causes, treatments, and related cardiovascular concepts.
Intended Use
Primary Use Cases
Educational Q&A about heart failure
Medical information assistance for healthcare professionals
Patient education support (under professional supervision)
Out-of-Scope Use Cases
Clinical diagnosis or treatment decisions
Emergency medical situations
Replacement for professional medical advice
Performance Metrics
Core Language Metrics
ROUGE-1: 0.3003
ROUGE-2: 0.1253
ROUGE-L: 0.2335
BLEU: 0.0681
Semantic Similarity: 0.4325
Perplexity: 6.49
Domain-Specific Metrics
Medical Term Usage: 100.0% (cardiac domain relevance)
