LLM Performance Evaluation

BadTemplate: A Training-Free Backdoor Attack via Chat Template Against Large Language Models

Authors: Zihan Wang, Hongwei Li, Rui Zhang, Wenbo Jiang, Guowen Xu | Published: 2026-02-05
LLM Performance Evaluation
データ毒性
Large Language Model

SynAT: Enhancing Security Knowledge Bases via Automatic Synthesizing Attack Tree from Crowd Discussions

Authors: Ziyou Jiang, Lin Shi, Guowei Yang, Xuyan Ma, Fenglong Li, Qing Wang | Published: 2026-02-05
LLM Performance Evaluation
Safety of Data Generation
攻撃ツリー合成

Hallucination-Resistant Security Planning with a Large Language Model

Authors: Kim Hammar, Tansu Alpcan, Emil Lupu | Published: 2026-02-05
LLM Performance Evaluation
Hallucination
Detection of Hallucinations

How Few-shot Demonstrations Affect Prompt-based Defenses Against LLM Jailbreak Attacks

Authors: Yanshu Wang, Shuaishuai Yang, Jingjing He, Tong Yang | Published: 2026-02-04
LLM Performance Evaluation
Prompt Injection
Large Language Model

LogicScan: An LLM-driven Framework for Detecting Business Logic Vulnerabilities in Smart Contracts

Authors: Jiaqi Gao, Zijian Zhang, Yuqiang Sun, Ye Liu, Chengwei Liu, Han Liu, Yi Li, Yang Liu | Published: 2026-02-03
LLM Performance Evaluation
スマートコントラクト攻撃
Prompt leaking

Generalizable and Interpretable RF Fingerprinting with Shapelet-Enhanced Large Language Models

Authors: Tianya Zhao, Junqing Zhang, Haowen Xu, Xiaoyan Sun, Jun Dai, Xuyu Wang | Published: 2026-02-03
LLM Performance Evaluation
Fingerprinting Method
Prompt validation

WorldCup Sampling for Multi-bit LLM Watermarking

Authors: Yidan Wang, Yubing Ren, Yanan Cao, Li Guo | Published: 2026-02-02
LLM Performance Evaluation
Algorithm Design
Watermarking

User-Centric Phishing Detection: A RAG and LLM-Based Approach

Authors: Abrar Hamed Al Barwani, Abdelaziz Amara Korba, Raja Waseem Anwar | Published: 2026-01-29
LLM Performance Evaluation
Poisoning attack on RAG
ユーザー中心のフィッシング検出

Eliciting Least-to-Most Reasoning for Phishing URL Detection

Authors: Holly Trikilis, Pasindu Marasinghe, Fariza Rashid, Suranga Seneviratne | Published: 2026-01-28
LLM Performance Evaluation
Prompt Injection
Prompt leaking

GAVEL: Towards rule-based safety through activation monitoring

Authors: Shir Rozenfeld, Rahul Pankajakshan, Itay Zloczower, Eyal Lenga, Gilad Gressel, Yisroel Mirsky | Published: 2026-01-27
LLM Performance Evaluation
Indirect Prompt Injection
Data Generation Method