kristian-a's picture
Update README.md
ba12b03 verified
|
raw
history blame
2 kB
metadata
license: mit
configs:
  - config_name: vulnerable-w-explanations
    data_files: db-vulnerable.csv
    default: true
  - config_name: verified-functions
    data_files: db-verified.csv
language:
  - en
tags:
  - finance
pretty_name: Smart Contract Vulnerabilities with Explanations
size_categories:
  - 1K<n<10K

Smart Contract Vulnerabilities with Explanations (vulnerable-w-explanations)

This repository offers two datasets of Solidity functions, This dataset comprises vulnerable Solidity functions audited by 5 auditing companies:

These audits are nicely compiled by Solodit.

Fields

  1. name - Title of audit report
  2. severity - Severity of vulnerabiliy (Low, Medium, High)
  3. description - Description/Explanation of the vulnerability
  4. recommendation - Recommended mitigation of the vulnerability
  5. impact (Optional) - Explains how the vulnerability affects the smart contract
  6. function - Raw vulnerable solidity code (Sometimes this could be inaccurate. Best efforts were made to clean-up the dataset but some rows might include other programming languages e.g. javascript)

Verified functions (verified-functions)

This repository also includes a dataset with functions with no known vulnerabilities. They were scraped-off from Etherscan.

Specifically, the functions are a part of the top 500 auditted contracts holding at least 1 ETH.

Fields

  1. function - Raw solidity code

Usage

from datasets import load_dataset
dataset = load_dataset("msc-smart-contract-audition/vulnerable-functions-base", escapechar='\\')

Additional Info

This dataset serves as basis for the other datasets in this family which are built for tasks s.a. Classification or Seq2Seq generation.