Toward Scalable Automated Repository-Level Datasets for Software Vulnerability Detection

PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $10K - $14K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (8)

[1]
BountyBench: Dollar Impact of AI Agent Attackers and Defenders on Real-World Cybersecurity Systems
2025Andy K. Zhang, Joey Ji et al.
[2]
CVE-Bench: A Benchmark for AI Agents' Ability to Exploit Real-World Web Application Vulnerabilities
2025Yuxuan Zhu, Antony Kellermann et al.
[3]
Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection
2024Niklas Risse, Marcel Bohme
[4]
Revisiting the Performance of Deep Learning-Based Vulnerability Detection on Realistic Datasets
2024Partha Chakraborty, Krishnaveni Arumugam et al.
[5]
VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection
2024Xinjie Wen, Xinchen Wang et al.
[6]
Vulnerability Detection with Code Language Models: How Far are We?
2024Yangruibo Ding, Yanjun Fu et al.
[7]
ReposVul: A Repository-Level High-Quality Vulnerability Dataset
2024Xinchen Wang, Ruida Hu et al.
[8]
QL: Object-oriented Queries on Relational Data
2016Pavel Avgustinov, O. Moor et al.

Founder's Pitch

"Automated benchmark generator for scalable software vulnerability detection datasets."

Software SecurityScore: 5View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

0/4 signals

0

Series A Potential

0/4 signals

0

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 3/18/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.

Related Papers

Loading…