model safety

PL-Guard: Benchmarking Language Model Safety for Polish ACL 2025 RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models NAACL 2025 Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking EMNLP 2025 Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training ACL 2025 Rescorla-Wagner Steering of LLMs for Undesired Behaviors over Disproportionate Inappropriate Context EMNLP 2025 Revisiting Jailbreaking for Large Language Models: A Representation Engineering Perspective COLING 2025 Robust LLM safeguarding via refusal feature adversarial training ICLR 2025 Role-Aware Language Models for Secure and Contextualized Access Control in Organizations IJCNLP 2025 SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities ACL 2025 SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning ACL 2025 Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging EMNLP 2025 SafeInt: Shielding Large Language Models from Jailbreak Attacks via Safety-Aware Representation Intervention EMNLP 2025 Safety in Large Reasoning Models: A Survey EMNLP 2025 Safety Layers in Aligned Large Language Models: The Key to LLM Security ICLR 2025 SCANS: Mitigating the Exaggerated Safety for LLMs via Safety-Conscious Activation Steering AAAI 2025 SDD: Self-Degraded Defense against Malicious Fine-tuning ACL 2025 SDGO: Self-Discrimination-Guided Optimization for Consistent Safety in Large Language Models EMNLP 2025 Six-CD: Benchmarking Concept Removals for Text-to-image Diffusion Models CVPR 2025 Speculative Safety-Aware Decoding EMNLP 2025 Stronger Universal and Transferable Attacks by Suppressing Refusals NAACL 2025 SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models EMNLP 2025 Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation ICLR 2025 System Prompt Hijacking via Permutation Triggers in LLM Supply Chains ACL 2025 Think in Safety: Unveiling and Mitigating Safety Alignment Collapse in Multimodal Large Reasoning Model EMNLP 2025 Towards Truly Open, Language-Specific, Safe, Factual, and Specialized Large Language Models COLING 2025