This repository contains pre-processed datasets for software vulnerability detection (based on rules applied and mentioned in the ARES'25 paper), in the CSV format. Each source code sample includes the following 16 properties (with a few exceptions like CodeParrot and Vul4J, that contains only three fields, also mentioend below): index: index of code. vul_code: the vulnerable code (function) is_vulnerable: the code is vulnerable (TRUE) or a patch (FALSE). programming_language: programming language of the code. method_name: name of the method. file_name: name of the file where the source code is extracted. repo_url: url of the project repository. repo_owner: owner of the repository. committer: developer who pushed the commit. committer_date: date when the commit was pushed. commit_msg: the commit message. cwe_id: If is_vulnerable==True, the CWE id; otherwise None. cwe_name: If is_vulnerable==True, the name of corresponding CWE; otherwise None. cwe_description: If is_vulnerable==True, the description of corresponding CWE; otherwise None. cwe_url: If is_vulnerable==True, the url to obtain more details of corresponding CWE; otherwise None. cve_id: If is_vulnerable==True, the CVE id; otherwise None. patch: the patched code (function)