llm safety

Always Refuse: Steering LLMs Against Jailbreaks with Contrastive Activations (Student Abstract) AAAI 2026 Copyright Detective: A Forensic System to Evidence LLMs Flickering Copyright Leakage Risks ACL 2026 DarkBench+: An Extended Benchmark for Evaluating Dark Patterns in Large Language Models AAAI 2026 Do Large Language Models Reflect Demographic Pluralism in Safety? EACL 2026 LLM Safety in Judicial AI: A Stress Test of Social Media Influence on Real-World Judgments AAAI 2026 Safety of Large Language Models Beyond English: A Systematic Literature Review of Risks, Biases, and Safeguards EACL 2026 What Are They Filtering Out? An Experimental Benchmark of Filtering Strategies for Harm Reduction in Pretraining Datasets AAAI 2026 Adversarial Tokenization ACL 2025 AGD: Adversarial Game Defense Against Jailbreak Attacks in Large Language Models ACL 2025 Agent vs. Agent: Automated Data Generation and Red-Teaming for Custom Agentic Workflows EMNLP 2025 An Optimizable Suffix Is Worth A Thousand Templates: Efficient Black-box Jailbreaking without Affirmative Phrases via LLM as Optimizer NAACL 2025 A Simple Yet Effective Method for Non-Refusing Context Relevant Fine-grained Safety Steering in LLMs EMNLP 2025 Attention Eclipse: Manipulating Attention to Bypass LLM Safety-Alignment EMNLP 2025 Automated Progressive Red Teaming COLING 2025 Break the Breakout: Reinventing LM Defense Against Jailbreak Attacks with Self-Refine NAACL 2025 Code-Switching Red-Teaming: LLM Evaluation for Safety and Multilingual Understanding ACL 2025 Confusion is the Final Barrier: Rethinking Jailbreak Evaluation and Investigating the Real Misuse Threat of LLMs EMNLP 2025 Decoding Hate: Exploring Language Models’ Reactions to Hate Speech NAACL 2025 DeTAM: Defending LLMs Against Jailbreak Attacks via Targeted Attention Modification ACL 2025 Extended Abstract: Probing-Guided Parameter-Efficient Fine-Tuning for Balancing Linguistic Adaptation and Safety in LLM-based Social Influence Systems ACL 2025 Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique EMNLP 2025 Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation EMNLP 2025 Hidden in Plain Text: Emergence & Mitigation of Steganographic Collusion in LLMs IJCNLP 2025 How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation EMNLP 2025 Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety EMNLP 2025