| --- |
| annotations_creators: [] |
| language: |
| - en |
| language_creators: [] |
| license: [] |
| multilinguality: |
| - monolingual |
| pretty_name: 'adaption-defi_wallet_risk_classification' |
| size_categories: |
| - 1K<n<10K |
| source_datasets: |
| - 'original' |
| tags: |
| - adaption |
| - instruction-tuning |
| - data-analysis-visualization |
| task_categories: [] |
| task_ids: [] |
| --- |
| |
|  |
|
|
| This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) Adaptive Data platform. |
|
|
| # adaption-defi_wallet_risk_classification |
| |
| This dataset contains prompt-completion pairs for classifying the 14-day risk outcomes of DeFi wallets on various EVM networks based on behavioral features. Each sample provides wallet metrics such as transaction counts, action ratios, and concentration levels, followed by a binary risk label and a concise reasoning statement. The data is designed for training models to predict low or high-risk scenarios for low-complexity wallet profiles. |
| |
| ### Dataset size |
| |
| There are 3,976 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 33.3%. |
| |
| ### Domain |
| - Data-analysis-visualization (100%) |
| |
| ### Language |
| - English (100%) |
| |
| ### Tone |
| - Analytical (100%) |
| |
| ### Evaluation Results |
| |
| - **Quality Gains:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/f06adb7a-f4b3-41cf-ae8c-a273e2a8bdc5.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/e48ed415-31cb-43e7-8538-a6535eb3acf8.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/d567cef6-268a-427f-80fd-aa68f31530ef.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
| |
