Explaining Code Risk in OSS: Towards LLM-Generated Fault Prediction Interpretations
Fuente:
arXiv
Saved in:
| Main Authors: | Adejumo, Elijah Kayode, Johnson, Brittany |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Towards Bridging Language Gaps in OSS with LLM-Driven Documentation Translation
by: Adejumo, Elijah Kayode, et al.
Published: (2025)
by: Adejumo, Elijah Kayode, et al.
Published: (2025)
From Commits to Confidence: Towards Stability-Informed Risk Assessment in Open Source Software
by: Adejumo, Elijah Kayode, et al.
Published: (2025)
by: Adejumo, Elijah Kayode, et al.
Published: (2025)
An Empirical Validation of Open Source Repository Stability Metrics
by: Adejumo, Elijah Kayode, et al.
Published: (2025)
by: Adejumo, Elijah Kayode, et al.
Published: (2025)
OSS-Bench: Benchmark Generator for Coding LLMs
by: Jiang, Yuancheng, et al.
Published: (2025)
by: Jiang, Yuancheng, et al.
Published: (2025)
An Empirical Analysis of Community and Coding Patterns in OSS4SG vs. Conventional OSS
by: Ouf, Mohamed, et al.
Published: (2026)
by: Ouf, Mohamed, et al.
Published: (2026)
Magicoder: Empowering Code Generation with OSS-Instruct
by: Wei, Yuxiang, et al.
Published: (2023)
by: Wei, Yuxiang, et al.
Published: (2023)
A Causal Perspective on Measuring, Explaining and Mitigating Smells in LLM-Generated Code
by: Velasco, Alejandro, et al.
Published: (2025)
by: Velasco, Alejandro, et al.
Published: (2025)
OSS Myths and Facts
by: Iimura, Yukako, et al.
Published: (2024)
by: Iimura, Yukako, et al.
Published: (2024)
PyGress: Tool for Analyzing the Progression of Code Proficiency in Python OSS Projects
by: Charatvaraphan, Rujiphart, et al.
Published: (2025)
by: Charatvaraphan, Rujiphart, et al.
Published: (2025)
OSS License Identification at Scale: A Comprehensive Dataset Using World of Code
by: Jahanshahi, Mahmoud, et al.
Published: (2024)
by: Jahanshahi, Mahmoud, et al.
Published: (2024)
Why Do We Code? A Theory on Motivations and Challenges in Software Engineering from Education to Practice
by: Chang, Aaliyah, et al.
Published: (2025)
by: Chang, Aaliyah, et al.
Published: (2025)
Beyond Code: Empirical Insights into How Team Dynamics Influence OSS Project Selection
by: Nirmani, Shashiwadana, et al.
Published: (2026)
by: Nirmani, Shashiwadana, et al.
Published: (2026)
An LLM-based Quantitative Framework for Evaluating High-Stealthy Backdoor Risks in OSS Supply Chains
by: Yan, Zihe, et al.
Published: (2025)
by: Yan, Zihe, et al.
Published: (2025)
Do Good, Stay Longer? Temporal Patterns and Predictors of Newcomer-to-Core Transitions in Conventional OSS and OSS4SG
by: Ouf, Mohamed, et al.
Published: (2026)
by: Ouf, Mohamed, et al.
Published: (2026)
Exploring turnover, retention and growth in an OSS Ecosystem
by: Tulili, Tien Rahayu, et al.
Published: (2025)
by: Tulili, Tien Rahayu, et al.
Published: (2025)
Exploring the Untapped: Student Perceptions and Participation in OSS
by: Santos, Italo, et al.
Published: (2025)
by: Santos, Italo, et al.
Published: (2025)
Multi-Ecosystem Modeling of OSS Project Sustainability
by: Ashok, Arjun, et al.
Published: (2026)
by: Ashok, Arjun, et al.
Published: (2026)
FGIT: Fault-Guided Fine-Tuning for Code Generation
by: Fan, Lishui, et al.
Published: (2025)
by: Fan, Lishui, et al.
Published: (2025)
Investigating the Impact of Interpersonal Challenges on Feeling Welcome in OSS
by: Trinkenreich, Bianca, et al.
Published: (2024)
by: Trinkenreich, Bianca, et al.
Published: (2024)
Addressing OSS Community Managers' Challenges in Contributor Retention
by: Feng, Zixuan, et al.
Published: (2026)
by: Feng, Zixuan, et al.
Published: (2026)
The Impact of Documentation on Test Engagement in Pull Requests in OSS
by: Amore, Teal, et al.
Published: (2026)
by: Amore, Teal, et al.
Published: (2026)
Demystifying Faulty Code with LLM: Step-by-Step Reasoning for Explainable Fault Localization
by: Widyasari, Ratnadira, et al.
Published: (2024)
by: Widyasari, Ratnadira, et al.
Published: (2024)
An Investigation into Maintenance Support for Neural Networks
by: Zohra, Fatema Tuz, et al.
Published: (2025)
by: Zohra, Fatema Tuz, et al.
Published: (2025)
Open Source Software (OSS) Transparency for DoD Acquisition
by: Mead, Nancy, et al.
Published: (2024)
by: Mead, Nancy, et al.
Published: (2024)
Uncovering Intention through LLM-Driven Code Snippet Description Generation
by: Nugroho, Yusuf Sulistyo, et al.
Published: (2025)
by: Nugroho, Yusuf Sulistyo, et al.
Published: (2025)
Similar Pattern Annotation via Retrieval Knowledge for LLM-Based Test Code Fault Localization
by: Gharachorlu, Golnaz, et al.
Published: (2026)
by: Gharachorlu, Golnaz, et al.
Published: (2026)
LLMs-Powered Real-Time Fault Injection: An Approach Toward Intelligent Fault Test Cases Generation
by: Abboush, Mohammad, et al.
Published: (2025)
by: Abboush, Mohammad, et al.
Published: (2025)
Revolutionizing Newcomers' Onboarding Process in OSS Communities: The Future AI Mentor
by: Tan, Xin, et al.
Published: (2025)
by: Tan, Xin, et al.
Published: (2025)
Governance Matters: Lessons from Restructuring the data.table OSS Project
by: Oliveira, Pedro, et al.
Published: (2026)
by: Oliveira, Pedro, et al.
Published: (2026)
Leveraging Language Models to Discover Evidence-Based Actions for OSS Sustainability
by: Khan, Nafiz Imtiaz, et al.
Published: (2026)
by: Khan, Nafiz Imtiaz, et al.
Published: (2026)
Myth: The loss of core developers is a critical issue for OSS communities
by: Nourry, Olivier, et al.
Published: (2024)
by: Nourry, Olivier, et al.
Published: (2024)
Towards Better Graph Neural Network-based Fault Localization Through Enhanced Code Representation
by: Rafi, Md Nakhla, et al.
Published: (2024)
by: Rafi, Md Nakhla, et al.
Published: (2024)
Explaining Explanation: An Empirical Study on Explanation in Code Reviews
by: Widyasari, Ratnadira, et al.
Published: (2023)
by: Widyasari, Ratnadira, et al.
Published: (2023)
FaultLine: Automated Proof-of-Vulnerability Generation Using LLM Agents
by: Nitin, Vikram, et al.
Published: (2025)
by: Nitin, Vikram, et al.
Published: (2025)
Inducing Vulnerable Code Generation in LLM Coding Assistants
by: Zeng, Binqi, et al.
Published: (2025)
by: Zeng, Binqi, et al.
Published: (2025)
Assessing the Influence of Toxic and Gender Discriminatory Communication on Perceptible Diversity in OSS Projects
by: Sultana, Sayma, et al.
Published: (2024)
by: Sultana, Sayma, et al.
Published: (2024)
Fixing Security Vulnerabilities with AI in OSS-Fuzz
by: Zhang, Yuntong, et al.
Published: (2024)
by: Zhang, Yuntong, et al.
Published: (2024)
Beyond Code Generation: Assessing Code LLM Maturity with Postconditions
by: He, Fusen, et al.
Published: (2024)
by: He, Fusen, et al.
Published: (2024)
Open Source, Hidden Costs: A Systematic Literature Review on OSS License Management
by: Li, Boyuan, et al.
Published: (2025)
by: Li, Boyuan, et al.
Published: (2025)
On the Footprints of Reviewer Bots Feedback on Agentic Pull Requests in OSS GitHub Repositories
by: Fatima, Syeda Kaneez, et al.
Published: (2026)
by: Fatima, Syeda Kaneez, et al.
Published: (2026)
Similar Items
-
Towards Bridging Language Gaps in OSS with LLM-Driven Documentation Translation
by: Adejumo, Elijah Kayode, et al.
Published: (2025) -
From Commits to Confidence: Towards Stability-Informed Risk Assessment in Open Source Software
by: Adejumo, Elijah Kayode, et al.
Published: (2025) -
An Empirical Validation of Open Source Repository Stability Metrics
by: Adejumo, Elijah Kayode, et al.
Published: (2025) -
OSS-Bench: Benchmark Generator for Coding LLMs
by: Jiang, Yuancheng, et al.
Published: (2025) -
An Empirical Analysis of Community and Coding Patterns in OSS4SG vs. Conventional OSS
by: Ouf, Mohamed, et al.
Published: (2026)