| --- |
| annotations_creators: [] |
| language: |
| - en |
| language_creators: [] |
| license: [] |
| multilinguality: |
| - monolingual |
| pretty_name: 'adaption-defi_wallet_risk_classification' |
| size_categories: |
| - n<1K |
| 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. Each entry provides behavioral features such as transaction counts, action ratios, and concentration metrics within a specific feature window to predict a binary risk label. The completions offer a concise justification for the assigned risk level based on the provided wallet activity data. |
| |
| ### Dataset size |
| |
| There are 987 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/ed832a79-edb1-4728-85e7-16dac61fbffb.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/88b355b6-bbb2-4415-b73b-a4fad28eaccc.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/9fbc7b89-bc08-46e0-9a20-e50e4f382a71.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
| |
