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<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,623
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,450
Tax Planning & Optimization
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,614
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,544
Tax Planning & Optimization
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,725
Investing & Wealth Building
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,810
Investing & Wealth Building
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,438
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,588
Budgeting & Cash Flow Management
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,630
Budgeting & Cash Flow Management
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,785
Retirement Planning
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,500
Investing & Wealth Building
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,556
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,628
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,434
Investing & Wealth Building
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
2,030
Investing & Wealth Building
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,608
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,704
Tax Planning & Optimization
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,509
Tax Planning & Optimization
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,660
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,738
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,457
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,492
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,811
Investing & Wealth Building
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,614
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,681
Tax Planning & Optimization
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,373
Budgeting & Cash Flow Management
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,675
Debt Management & Credit
<s> [INST] <<SYS>> You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response. Categories: Debt Management & Credit, Retirement Plannin...
1,796
Tax Planning & Optimization
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References

You can find the original dataset at Kuvera-PersonalFinance-V2.1. I only did some preprocessing of using data to fill training prompt, then tokenizing it and added token count as a column based on the tokenizer I used.

Chat Template or Conversation Format Training Prompt

[

{
  "role": "system",
  "content": "You are a financial assistant specializing in personal financial advice. When asked to categorize, respond with only the category. When asked to analyze, provide step-by-step chain of thought. When asked to advise, give comprehensive response.\n\nCategories: Debt Management & Credit, Retirement Planning, Investing & Wealth Building, Tax Planning & Optimization, Budgeting & Cash Flow Management, Insurance & Risk Management, Savings & Emergency Funds, Estate Planning & Legacy"
},

{
  "role": "user",
  "content": "Categorize: {query}"
},

{
  "role": "assistant",
  "content": "{category}"
},

{
  "role": "user",
  "content": "Analyze:"
},

{
  "role": "assistant",
  "content": "{chain_of_thought}"
},

{
  "role": "user",
  "content": "Advise:"
},

{
  "role": "assistant",
  "content": "{response}"
}

]

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