representation engineering

Fine-Grained Interpretation of Political Opinions in Large Language Models AAAI 2026 Psychological Steering in LLMs: An Evaluation of Effectiveness and Trustworthiness ACL 2026 Unlocking Multilingual Reasoning Capability of LLMs and LVLMs through Representation Engineering ACL 2026 Camouflage Anything: Learning to Hide using Controlled Out-painting and Representation Engineering CVPR 2025 Can Role Vectors Affect LLM Behaviour? EMNLP 2025 Improving Large Language Model Safety with Contrastive Representation Learning EMNLP 2025 Improving Reasoning Performance in Large Language Models via Representation Engineering ICLR 2025 LEGEND: Leveraging Representation Engineering to Annotate Safety Margin for Preference Datasets AAAI 2025 Representation Bending for Large Language Model Safety ACL 2025 Revisiting Jailbreaking for Large Language Models: A Representation Engineering Perspective COLING 2025 SHARP: Steering Hallucination in LVLMs via Representation Engineering EMNLP 2025 Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering NAACL 2025 Steering off Course: Reliability Challenges in Steering Language Models ACL 2025 Tracing and Dissecting How LLMs Recall Factual Knowledge for Real World Questions ACL 2025 Unlocking General Long Chain-of-Thought Reasoning Capabilities of Large Language Models via Representation Engineering ACL 2025 Unsupervised Concept Vector Extraction for Bias Control in LLMs EMNLP 2025 Adversarial Representation Engineering: A General Model Editing Framework for Large Language Models NeurIPS 2024 Aligning Large Language Models with Human Preferences through Representation Engineering ACL 2024 Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control NeurIPS 2024 Improving Alignment and Robustness with Circuit Breakers NeurIPS 2024 ExpBERT: Representation Engineering with Natural Language Explanations ACL 2020