| --- |
| 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;" /> |
|
|
