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Tax Basics & Education Fine-Tuning Dataset

Plain-language tax concepts and processes (general, not advice).

Fine-tune a model on this dataset

$29 for the dataset. Training is priced separately by model, starting at $47.

What is in this dataset

908 instruction-response pairs covering plain-language tax concepts and processes (general, not advice). Each pair is a realistic question with a full written answer, in the JSONL format used for supervised fine-tuning. No synthetic filler, no duplicated rows.

Example pairs

Real rows from the dataset, shown in full.

What's the difference between a tax deduction and a tax credit? I always get them mixed up.

Great question! A tax deduction reduces your taxable income—the amount of income the government can tax you on. For example, if you earn $50,000 and have a $1,000 deduction, you're taxed on $49,000 instead. A tax credit, on the other hand, directly reduces the tax you owe. If you owe $2,000 in taxes and have a $500 credit, you only pay $1,500. Credits are generally more valuable because they lower your tax bill dollar-for-dollar, while deductions reduce it by a percentage based on your tax bracket. Tax rules for deductions and credits vary by country, state, and year, so this is general information, not tax advice. For your specific situation, please consult a licensed tax professional.

Can you explain what a W-2 form is? I just got my first job and my employer mentioned it.

A W-2 form is a tax document your employer sends you and the tax agency (like the IRS in the U.S.) each year. It shows your total wages earned and the taxes withheld from your paycheck—such as federal income tax, Social Security, and Medicare. You use the information on your W-2 to file your tax return. You should receive a W-2 by the end of January for the previous year's work. Keep in mind that tax forms and rules vary by country and state, so this is general information, not tax advice. For your specific situation, consult a licensed tax professional.

What exactly is a 1099 form? I do some freelance work and someone told me I might get one.

A 1099 form is a tax document used to report income you earned outside of a traditional employer-employee relationship. For example, if you do freelance work, drive for a ride-share service, or earn interest from a bank, you might receive a 1099 from the payer. The most common type is the 1099-NEC for nonemployee compensation, which shows how much you were paid. Unlike a W-2 employee, taxes aren't automatically withheld from your 1099 income, so you may need to pay estimated taxes throughout the year. Tax rules for 1099 forms vary by country and state, so this is general information, not tax advice. For your specific situation, consult a licensed tax professional.

Who this is for

Tax-education products. Every response carries a not-tax-advice disclaimer.

Which models this works with

The dataset is plain JSONL, so it works with any instruction-tuned open model. On Rebiha you can train it directly on:

Training uses LoRA, or QLoRA on a 4-bit base for larger models. Your base model's weights are never modified — training produces a separate adapter.

How it works

  1. Pick this dataset and a base model.
  2. Rebiha runs the job on a managed GPU. You set up nothing.
  3. Download your model: a ready-to-run GGUF, plus developer assets (adapter, tokenizer, configs).

Fine-tuning or RAG?

Use RAG when the model needs facts that change — your prices, your documents, today's inventory. Use fine-tuning when you want consistent style and structure without prompting for it every time. This dataset teaches the shape of a good answer in this domain, not facts to look up.

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