Finetuned DeepSeek R1 Distill Llama 8B CoT Financial Analyst

🚀 DeepSeek-R1 Financial Reasoning Model

A fine-tuned version of DeepSeek-R1-Distill-Llama-8B for financial chain-of-thought reasoning using LoRA.

🚀 Quick Start

This model is a fine-tuned variant of DeepSeek-R1-Distill-Llama-8B, specifically optimized for financial chain-of-thought reasoning with the application of LoRA.

💻 Usage Examples

Basic Usage

Question: If the Federal Reserve raises interest rates, which bond is most sensitive to price decline?

Options:
A. 2-year Treasury bond
B. 30-year corporate bond with a 5% coupon
C. 10-year municipal bond
D. Floating-rate note tied to LIBOR

Generated Analysis:
<analysis>
The question is asking about the bond that is most sensitive to a price decline if the Federal Reserve raises interest rates The Federal Reserve's decision to raise interest rates typically affects interest-sensitive assets and financial instruments 

A 2-year Treasury bond is a government-backed bond that typically has low sensitivity to interest rate changes as it has a short duration and fixed interest rate 

A 30-year corporate bond with a 5% coupon is a long-duration bond which is generally more sensitive to interest rate changes because the coupon is fixed, and the value of the bond is more affected by changes in market interest rates 

A 10-year municipal bond is also a long-duration bond and is similarly affected by interest rate changes as the market interest rate changes can have a significant impact on its value 

A floating-rate note tied to LIBOR (London Interbank Offered Rate) is a financial instrument that allows the issuer to pay a floating rate based on market conditions, so it is also sensitive to changes in interest rates 

However, the 30-year corporate bond with a 5% coupon is particularly sensitive to interest rate increases because it has a long duration and a fixed coupon, so its market value is more affected by rising interest rates 

Given that the Federal Reserve raises interest rates, the bond that is most sensitive to a price decline would be the 30-year corporate bond with a 5% coupon as the increase in interest rates would cause the market value of this bond to decrease significantly due to the rising opportunity cost of holding a fixed-coupon bond in a higher interest rate environment
</analysis>
B
<｜end▁of▁sentence｜>

Correct Answer: B
Expected Explanation: Long-duration fixed-coupon bonds are most rate-sensitive. Floating-rate notes adjust with rate changes.

📚 Documentation

Uploaded Model

💡 Usage Tip

It's the author's first public model publication. Feel free to reach out with any recommendations or improvements via LinkedIn or Email ✉.

📄 License

This project is licensed under the MIT license.