# Projects

Source: [Projects](<https://www.sota2.com/research/dataset/projects>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [ReDoS Vulnerability Detection on 12 Open-Source Python Projects](<https://www.sota2.com/research/sota/redos-vulnerability-detection-on-12-open-source-python-projects.md>): ReDoS vulnerability detection; 12 open-source Python projects undisclosed ReDoS.

- [Vulnerability Detection Runtime Analysis on 12 Real-world Python Projects](<https://www.sota2.com/research/sota/vulnerability-detection-runtime-analysis-on-12-real-world-python-projects.md>): Vulnerability detection runtime analysis; 12 Real-world Python projects (nltk, python-markdown, pygments, sphinx, peewee, readme-ai, numpy, h5py, langchain, neural-compressor, pydantic, cffi).

- [Directed Fuzzing on Go projects](<https://www.sota2.com/research/sota/directed-fuzzing-on-go-projects.md>): Directed Fuzzing; Go projects.

- [Clinical Trial Outcome Prediction on Clinical Trial Outcomes PharmaProjects](<https://www.sota2.com/research/sota/clinical-trial-outcome-prediction-on-clinical-trial-outcomes-pharmaprojects.md>): Clinical Trial Outcome Prediction; Clinical Trial Outcomes PharmaProjects.

- [Bug Detection on OSS Projects](<https://www.sota2.com/research/sota/bug-detection-on-oss-projects.md>): Bug Detection; OSS Projects.

- [Vulnerability Discovery on Total 10 Projects Aggregated](<https://www.sota2.com/research/sota/vulnerability-discovery-on-total-10-projects-aggregated.md>): Vulnerability Discovery; Total 10 Projects Aggregated.

- [Vulnerability Detection on Cross-chain projects with known vulnerabilities](<https://www.sota2.com/research/sota/vulnerability-detection-on-cross-chain-projects-with-known-vulnerabilities.md>): Vulnerability Detection; Cross-chain projects with known vulnerabilities.

- [Repository Reconstruction on RepoCraft Gold Projects](<https://www.sota2.com/research/sota/repository-reconstruction-on-repocraft-gold-projects.md>): Repository Reconstruction; RepoCraft Gold Projects.

- [Crash Discovery on OSS-Fuzz target projects](<https://www.sota2.com/research/sota/crash-discovery-on-oss-fuzz-target-projects.md>): Crash Discovery; OSS-Fuzz target projects.

- [Fuzzing Harness Generation on 25 Target Projects](<https://www.sota2.com/research/sota/fuzzing-harness-generation-on-25-target-projects.md>): Fuzzing harness generation; 25 Target Projects (average across all projects).

- [Vulnerability Detection on CyberGym 100 projects](<https://www.sota2.com/research/sota/vulnerability-detection-on-cybergym-100-projects.md>): Vulnerability Detection; CyberGym 100 projects.

- [Vulnerability Detection on Existing MEVuls Immunefi and DeFi projects (Representative Results)](<https://www.sota2.com/research/sota/vulnerability-detection-on-existing-mevuls-immunefi-and-defi-projects-representative-results.md>): Vulnerability Detection; Existing MEVuls Immunefi and DeFi projects (Representative Results).

- [Automated Program Repair on 10 projects (100 total issues)](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md>): Automated Program Repair; 10 projects (100 total issues).

- [Reachability Analysis on 12 popular Go projects](<https://www.sota2.com/research/sota/reachability-analysis-on-12-popular-go-projects.md>): Reachability Analysis; 12 popular Go projects.

- [Vulnerability Detection on Projects P1-P8 (test)](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md>): Vulnerability Detection; Projects P1-P8 (test).

- [Tool Extraction on MCP Collection JavaScript/TypeScript 50 projects](<https://www.sota2.com/research/sota/tool-extraction-on-mcp-collection-javascript-typescript-50-projects.md>): Tool Extraction; MCP Collection JavaScript/TypeScript 50 projects.

- [Tool Extraction on MCP Collection Python 50 projects](<https://www.sota2.com/research/sota/tool-extraction-on-mcp-collection-python-50-projects.md>): Tool Extraction; MCP Collection Python 50 projects.