Question Answering
Safetensors
llama
finance
reasoning
unsloth
lora
deepseek
trl
stf
4-bit precision
bitsandbytes
Instructions to use nab27/Finetuned-DeepSeek-R1-Distill-Llama-8B-CoT-Financial-Analyst with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps Settings
- Unsloth Studio
How to use nab27/Finetuned-DeepSeek-R1-Distill-Llama-8B-CoT-Financial-Analyst with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for nab27/Finetuned-DeepSeek-R1-Distill-Llama-8B-CoT-Financial-Analyst to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for nab27/Finetuned-DeepSeek-R1-Distill-Llama-8B-CoT-Financial-Analyst to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for nab27/Finetuned-DeepSeek-R1-Distill-Llama-8B-CoT-Financial-Analyst to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="nab27/Finetuned-DeepSeek-R1-Distill-Llama-8B-CoT-Financial-Analyst", max_seq_length=2048, )
DeepSeek-R1 Financial Reasoning Model
Fine-tuned version of DeepSeek-R1-Distill-Llama-8B for financial chain-of-thought reasoning using LoRA.
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.
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