Hugging Face Overview
SK0988/phi3-hr-assistant is a specialized language model fine-tuned from Microsoft's Phi-3-mini-4k-instruct base model. Developed by SK0988, this model, with approximately 3.8 billion parameters, is designed to function as an HR Helpdesk assistant. It utilizes Low-Rank Adaptation (LoRA) fine-tuning, specifically targeting HR policy question answering.
Key Capabilities
- HR Policy Inquiries: Provides answers to questions about company HR policies.
- Leave Policy Questions: Addresses queries related to various types of leave.
- Travel & Reimbursement Information: Offers details on travel allowances and certification reimbursements.
- General HR Assistance: Supports a broad range of common HR procedural questions.
Training and Performance
The model was fine-tuned using LoRA (r=8, alpha=16, dropout=0.05) over 1000 steps on a dataset of HR policies and Q&A pairs. It demonstrates good performance on its specialized task, accurately responding to HR-related queries. However, responses should always be verified against current HR policies, and human oversight is recommended for sensitive decisions due to potential limitations in handling complex or rapidly changing policy contexts.
Use Cases
This model is ideal for automating responses to frequent HR questions, reducing the workload on HR departments, and providing employees with quick access to policy information. It is suitable for internal company HR portals or chatbots.