ApexVOrteX-1/Financial-Qwen-Model

Financial Analyst AI Assistant

A domain-specific Large Language Model adapter fine-tuned for financial question answering and reasoning tasks.

This model is a LoRA adapter built on top of Qwen2.5-1.5B-Instruct and trained using QLoRA with 4-bit quantization to efficiently adapt the model for financial analysis tasks.

Model Details

Model Description

• —Developed by: Ahmed Elsayed Taha
• —Model type: Causal Language Model (LLM) LoRA Adapter
• —Base model: Qwen2.5-1.5B-Instruct
• —Fine-tuning method: QLoRA (LoRA + 4-bit Quantization)
• —Language(s): English
• —License: Apache 2.0 (inherits from base model license)
• —Finetuned from: Qwen/Qwen2.5-1.5B-Instruct

Model Sources

• —Base Model: https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct

Uses

Direct Use

This model can be used for:

• —Financial question answering
• —Accounting concept explanation
• —Financial reasoning tasks
• —Understanding financial contexts
• —Generating structured financial responses

Downstream Use

Possible applications:

• —Financial analyst assistants
• —Document-based financial analysis systems
• —Financial education tools
• —Retrieval Augmented Generation (RAG) pipelines
• —Business intelligence assistants

Out-of-Scope Use

This model should not be used as:

• —A replacement for professional financial advisors
• —A source of guaranteed investment decisions
• —A system for high-stakes financial decisions without human verification

Training Details

Training Data

The model was fine-tuned using:

• —TheFinAI/Fino1ReasoningPath_FinQA
• —TheFinAI/Fino1ReasoningPathFinQAv2

Dataset statistics:

The dataset contains:

• —Open-ended financial questions
• —Ground-truth answers
• —Financial reasoning paths
• —Generated responses

Preprocessing

The dataset was converted into Qwen instruction format:

{
  "messages": [
    {
      "role": "system",
      "content": "You are a financial analyst AI assistant."
    },
    {
      "role": "user",
      "content": "Financial question"
    },
    {
      "role": "assistant",
      "content": "Financial answer"
    }
  ]
}