LLM Performance Evaluation

LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs’ Vulnerability Reasoning

Authors: Yuqiang Sun, Daoyuan Wu, Yue Xue, Han Liu, Wei Ma, Lyuye Zhang, Yang Liu, Yingjiu Li | Published: 2024-01-29 | Updated: 2025-01-13
LLM Performance Evaluation
Prompt Injection
Vulnerability Management

Evaluation of LLM Chatbots for OSINT-based Cyber Threat Awareness

Authors: Samaneh Shafee, Alysson Bessani, Pedro M. Ferreira | Published: 2024-01-26 | Updated: 2024-04-19
LLM Performance Evaluation
Cybersecurity
Prompt Injection

BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models

Authors: Zhen Xiang, Fengqing Jiang, Zidi Xiong, Bhaskar Ramasubramanian, Radha Poovendran, Bo Li | Published: 2024-01-20
LLM Performance Evaluation
Backdoor Attack
Prompt Injection

LLM4Fuzz: Guided Fuzzing of Smart Contracts with Large Language Models

Authors: Chaofan Shou, Jing Liu, Doudou Lu, Koushik Sen | Published: 2024-01-20
LLM Performance Evaluation
Smart Contract
Program Analysis

LLbezpeky: Leveraging Large Language Models for Vulnerability Detection

Authors: Noble Saji Mathews, Yelizaveta Brus, Yousra Aafer, Meiyappan Nagappan, Shane McIntosh | Published: 2024-01-02 | Updated: 2024-02-13
LLM Performance Evaluation
Prompt Injection
Vulnerability Management

Digger: Detecting Copyright Content Mis-usage in Large Language Model Training

Authors: Haodong Li, Gelei Deng, Yi Liu, Kailong Wang, Yuekang Li, Tianwei Zhang, Yang Liu, Guoai Xu, Guosheng Xu, Haoyu Wang | Published: 2024-01-01
LLM Performance Evaluation
Dataset Generation
Prompt Injection

SecQA: A Concise Question-Answering Dataset for Evaluating Large Language Models in Computer Security

Authors: Zefang Liu | Published: 2023-12-26
LLM Performance Evaluation
Cybersecurity
Prompt Injection

Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models

Authors: Xin Jin, Jonathan Larson, Weiwei Yang, Zhiqiang Lin | Published: 2023-12-15
LLM Performance Evaluation
Program Analysis
Prompt Injection

LLMs Perform Poorly at Concept Extraction in Cyber-security Research Literature

Authors: Maxime Würsch, Andrei Kucharavy, Dimitri Percia David, Alain Mermoud | Published: 2023-12-12
LLM Performance Evaluation
Data Preprocessing
Knowledge Extraction Method

SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks

Authors: Alexander Robey, Eric Wong, Hamed Hassani, George J. Pappas | Published: 2023-10-05 | Updated: 2024-06-11
LLM Performance Evaluation
Prompt Injection
Defense Method