Phi-3 Mini · ERP Assistant
This model, developed by nairanu6115, is a specialized fine-tuned version of Microsoft's Phi-3-mini-4k-instruct. It leverages QLoRA (4-bit quantization) to efficiently adapt the base model for a niche domain. With 3.8 billion parameters, it is designed to serve as an ERP assistant, providing detailed answers to questions about enterprise resource planning.
Key Capabilities
- ERP-Specific Q&A: Excels at answering questions on ERP concepts, workflows, and processes.
- Domain Expertise: Provides information on procurement, accounts payable, purchase orders, inventory, and related topics.
- Efficient Fine-tuning: Utilizes QLoRA for effective adaptation to the ERP documentation corpus.
Limitations
- Domain Specificity: Primarily performs well on ERP-related questions and may not be suitable for general-purpose tasks.
- Model Size: As a 3.8B parameter model, responses might occasionally be incomplete or require prompt refinement.
- Verification Needed: Critical ERP configuration advice should always be verified against official vendor documentation.
Training Details
The model was fine-tuned using an internal ERP documentation corpus, focusing on instruction following and question answering within the ERP domain. The training employed QLoRA with 4-bit quantization via bitsandbytes and the HuggingFace transformers and peft frameworks.