5 papers
ReVul-CoT: Towards Effective Software Vulnerability Assessment with Retrieval-Augmented Generation and Chain-of-Thought Prompting
Zhijie Chen, Xiang Chen, Ziming Li +2
Context: Software Vulnerability Assessment (SVA) plays a vital role in evaluating and ranking vulnerabilities in software systems to ensure their security and reliability. Objectiv…
Resource-Efficient Automatic Software Vulnerability Assessment via Knowledge Distillation and Particle Swarm Optimization
Chaoyang Gao, Xiang Chen, Jiyu Wang +2
The increasing complexity of software systems has led to a surge in cybersecurity vulnerabilities, necessitating efficient and scalable solutions for vulnerability assessment. Howe…
SVA-ICL: Improving LLM-based Software Vulnerability Assessment via In-Context Learning and Information Fusion
Chaoyang Gao, Xiang Chen, Guangbei Zhang
Context: Software vulnerability assessment (SVA) is critical for identifying, evaluating, and prioritizing security weaknesses in software applications. Objective: Despite the incr…
An Empirical Study of OpenAI API Discussions on Stack Overflow
Xiang Chen, Jibin Wang, Chaoyang Gao +2
The rapid advancement of large language models (LLMs), represented by OpenAI's GPT series, has significantly impacted various domains such as natural language processing, software…
An Empirical Study on Challenges for LLM Application Developers
Xiang Chen, Chaoyang Gao, Chunyang Chen +2
In recent years, large language models (LLMs) have seen rapid advancements, significantly impacting various fields such as computer vision, natural language processing, and softwar…