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samscript18/adaption-defi-wallet-risk-classification

This dataset is a remastered version prepared using Adaption's 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… See the full description on the dataset page: https://huggingface.co/datasets/samscript18/adaption-defi-wallet-risk-classification.

sourceHugging Faceupdated 3mo agoView on Hugging Face
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This dataset is a remastered version prepared using Adaption's Adaptive Data platform.

adaption-defiwalletrisk_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;" />