jailbreak detection

FinHarmBench: Financial Jailbreak Benchmark and Unsupervised Safety Fine-Tuning via Refusal Steering Distillation ACL 2026 Rethinking Jailbreak Detection of Large Vision Language Models with Representational Contrastive Scoring ACL 2026 Retrieval-Augmented Defense: Adaptive and Controllable Jailbreak Prevention for Large Language Models ACL 2026 Alignment Quality Index (AQI) : Beyond Refusals: AQI as an Intrinsic Alignment Diagnostic via Latent Geometry, Cluster Divergence, and Layer wise Pooled Representations EMNLP 2025 Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025 LLM Jailbreak Detection for (Almost) Free! EMNLP 2025 Mātṛkā: Multilingual Jailbreak Evaluation of Open-Source Large Language Models AACL 2025 MrGuard: A Multilingual Reasoning Guardrail for Universal LLM Safety EMNLP 2025 QGuard:Question-based Zero-shot Guard for Multi-modal LLM Safety ACL 2025 Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025 GradSafe: Detecting Jailbreak Prompts for LLMs via Safety-Critical Gradient Analysis ACL 2024 WildGuard: Open One-stop Moderation Tools for Safety Risks, Jailbreaks, and Refusals of LLMs NeurIPS 2024