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README.md
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---
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annotations_creators: []
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language:
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- en
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language_creators: []
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license: []
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multilinguality:
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- monolingual
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pretty_name: 'adaption-investopedia_finance_qa'
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size_categories:
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- 10K<n<100K
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source_datasets:
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- 'extended|https://huggingface.co/datasets/morningstarxcdcode/adaption-investopedia-finance-qa'
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tags:
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- adaption
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- instruction-tuning
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- corporate-business
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- personal-finance
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- market-analysis
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task_categories: []
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task_ids: []
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---
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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.
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# adaption-investopedia_finance_qa
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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.
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### Dataset size
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There are 30,917 data points in this dataset. This is an instruction tuning dataset.
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### Quality of Remastered Dataset
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The final quality is B, with a relative quality improvement of 64.0%.
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### Domain
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- Corporate-business (32%)
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- Personal-finance (24%)
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- Market-analysis (18%)
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### Language
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- English (100%)
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### Tone
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- Informative (60%)
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- Explanatory (16%)
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- Analytical (16%)
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### Evaluation Results
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- **Quality Gains:**
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<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;" />
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- **Grade Improvement:**
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<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;" />
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- **Percentile Chart:**
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<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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