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annotations_creators: []
language:
- en
language_creators: []
license: []
multilinguality:
- monolingual
pretty_name: 'adaption-investopedia_finance_qa'
size_categories:
- 10K<n<100K
source_datasets:
- 'extended|https://huggingface.co/datasets/morningstarxcdcode/adaption-investopedia-finance-qa'
tags:
- adaption
- instruction-tuning
- corporate-business
- personal-finance
- market-analysis
task_categories: []
task_ids: []
---
This dataset is a remastered version of this [dataset](https://huggingface.co/datasets/morningstarxcdcode/adaption-investopedia-finance-qa) prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform.
# adaption-investopedia_finance_qa
This dataset comprises verified question-answer pairs derived from Investopedia articles, covering diverse financial topics such as investing, banking, insurance, and corporate news. The entries are formatted as instruction-tuning data with specific prompts and detailed completions suitable for training financial AI models. Content ranges from market analysis and economic indicators to specific procedural documents and investment strategies.
### Dataset size
There are 30,917 data points in this dataset. This is an instruction tuning dataset.
### Quality of Remastered Dataset
The final quality is B, with a relative quality improvement of 64.0%.
### Domain
- Corporate-business (32%)
- Personal-finance (24%)
- Market-analysis (18%)
### Language
- English (100%)
### Tone
- Informative (60%)
- Explanatory (16%)
- Analytical (16%)
### Evaluation Results
- **Quality Gains:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/307471c2-5458-413b-bdf6-619a70f2d3e8.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
- **Grade Improvement:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/d5106803-4daf-410d-85b2-89ec0665deca.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
- **Percentile Chart:**
<img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/1a1957bc-ff50-4c8e-8dc4-f9f5fb9ae9c9.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />
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