Refusal in Language Models Is Mediated by a Single Direction
Fuente:
arXiv
Saved in:
| Main Authors: | Arditi, Andy, Obeso, Oscar, Syed, Aaquib, Paleka, Daniel, Panickssery, Nina, Gurnee, Wes, Nanda, Neel |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Real-Time Detection of Hallucinated Entities in Long-Form Generation
by: Obeso, Oscar, et al.
Published: (2025)
by: Obeso, Oscar, et al.
Published: (2025)
Language Models Represent Space and Time
by: Gurnee, Wes, et al.
Published: (2023)
by: Gurnee, Wes, et al.
Published: (2023)
Confidence Regulation Neurons in Language Models
by: Stolfo, Alessandro, et al.
Published: (2024)
by: Stolfo, Alessandro, et al.
Published: (2024)
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models
by: Ferrando, Javier, et al.
Published: (2024)
by: Ferrando, Javier, et al.
Published: (2024)
Where Do Reasoning Models Refuse?
by: Yamaguchi, Kureha, et al.
Published: (2025)
by: Yamaguchi, Kureha, et al.
Published: (2025)
Universal Neurons in GPT2 Language Models
by: Gurnee, Wes, et al.
Published: (2024)
by: Gurnee, Wes, et al.
Published: (2024)
Understanding Jailbreak Success: A Study of Latent Space Dynamics in Large Language Models
by: Ball, Sarah, et al.
Published: (2024)
by: Ball, Sarah, et al.
Published: (2024)
Explorations of Self-Repair in Language Models
by: Rushing, Cody, et al.
Published: (2024)
by: Rushing, Cody, et al.
Published: (2024)
Inspection and Control of Self-Generated-Text Recognition Ability in Llama3-8b-Instruct
by: Ackerman, Christopher, et al.
Published: (2024)
by: Ackerman, Christopher, et al.
Published: (2024)
The Remarkable Robustness of LLMs: Stages of Inference?
by: Lad, Vedang, et al.
Published: (2024)
by: Lad, Vedang, et al.
Published: (2024)
Towards Best Practices of Activation Patching in Language Models: Metrics and Methods
by: Zhang, Fred, et al.
Published: (2023)
by: Zhang, Fred, et al.
Published: (2023)
RefusalBench: Generative Evaluation of Selective Refusal in Grounded Language Models
by: Muhamed, Aashiq, et al.
Published: (2025)
by: Muhamed, Aashiq, et al.
Published: (2025)
Consistency Checks for Language Model Forecasters
by: Paleka, Daniel, et al.
Published: (2024)
by: Paleka, Daniel, et al.
Published: (2024)
Steering Llama 2 via Contrastive Activation Addition
by: Panickssery, Nina, et al.
Published: (2023)
by: Panickssery, Nina, et al.
Published: (2023)
Thought Branches: Interpreting LLM Reasoning Requires Resampling
by: Macar, Uzay, et al.
Published: (2025)
by: Macar, Uzay, et al.
Published: (2025)
Thought Anchors: Which LLM Reasoning Steps Matter?
by: Bogdan, Paul C., et al.
Published: (2025)
by: Bogdan, Paul C., et al.
Published: (2025)
The Geometry of Refusal in Large Language Models: Concept Cones and Representational Independence
by: Wollschläger, Tom, et al.
Published: (2025)
by: Wollschläger, Tom, et al.
Published: (2025)
What's the plan? Metrics for implicit planning in LLMs and their application to rhyme generation and question answering
by: Maar, Jim, et al.
Published: (2026)
by: Maar, Jim, et al.
Published: (2026)
Scaling sparse feature circuit finding for in-context learning
by: Kharlapenko, Dmitrii, et al.
Published: (2025)
by: Kharlapenko, Dmitrii, et al.
Published: (2025)
Overcoming Sparsity Artifacts in Crosscoders to Interpret Chat-Tuning
by: Minder, Julian, et al.
Published: (2025)
by: Minder, Julian, et al.
Published: (2025)
Mitigating Many-Shot Jailbreaking
by: Ackerman, Christopher M., et al.
Published: (2025)
by: Ackerman, Christopher M., et al.
Published: (2025)
Probing Persona-Dependent Preferences in Language Models
by: Gilg, Oscar, et al.
Published: (2026)
by: Gilg, Oscar, et al.
Published: (2026)
Pitfalls in Evaluating Language Model Forecasters
by: Paleka, Daniel, et al.
Published: (2025)
by: Paleka, Daniel, et al.
Published: (2025)
Steering Out-of-Distribution Generalization with Concept Ablation Fine-Tuning
by: Casademunt, Helena, et al.
Published: (2025)
by: Casademunt, Helena, et al.
Published: (2025)
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
by: Arcuschin, Iván, et al.
Published: (2025)
by: Arcuschin, Iván, et al.
Published: (2025)
Censored LLMs as a Natural Testbed for Secret Knowledge Elicitation
by: Casademunt, Helena, et al.
Published: (2026)
by: Casademunt, Helena, et al.
Published: (2026)
Mitigating Over-Refusal in Aligned Large Language Models via Inference-Time Activation Energy
by: Jiang, Eric Hanchen, et al.
Published: (2025)
by: Jiang, Eric Hanchen, et al.
Published: (2025)
Programming Refusal with Conditional Activation Steering
by: Lee, Bruce W., et al.
Published: (2024)
by: Lee, Bruce W., et al.
Published: (2024)
Building Production-Ready Probes For Gemini
by: Kramár, János, et al.
Published: (2026)
by: Kramár, János, et al.
Published: (2026)
Data Cartography for Detecting Memorization Hotspots and Guiding Data Interventions in Generative Models
by: Patel, Laksh, et al.
Published: (2025)
by: Patel, Laksh, et al.
Published: (2025)
SOM Directions are Better than One: Multi-Directional Refusal Suppression in Language Models
by: Piras, Giorgio, et al.
Published: (2025)
by: Piras, Giorgio, et al.
Published: (2025)
Understanding Reasoning in Thinking Language Models via Steering Vectors
by: Venhoff, Constantin, et al.
Published: (2025)
by: Venhoff, Constantin, et al.
Published: (2025)
Does Refusal Training in LLMs Generalize to the Past Tense?
by: Andriushchenko, Maksym, et al.
Published: (2024)
by: Andriushchenko, Maksym, et al.
Published: (2024)
Tracing the Dynamics of Refusal: Exploiting Latent Refusal Trajectories for Robust Jailbreak Detection
by: Hu, Xulin, et al.
Published: (2026)
by: Hu, Xulin, et al.
Published: (2026)
Weird Generalization and Inductive Backdoors: New Ways to Corrupt LLMs
by: Betley, Jan, et al.
Published: (2025)
by: Betley, Jan, et al.
Published: (2025)
BatchTopK Sparse Autoencoders
by: Bussmann, Bart, et al.
Published: (2024)
by: Bussmann, Bart, et al.
Published: (2024)
Gradient Cuff: Detecting Jailbreak Attacks on Large Language Models by Exploring Refusal Loss Landscapes
by: Hu, Xiaomeng, et al.
Published: (2024)
by: Hu, Xiaomeng, et al.
Published: (2024)
Detection Is Cheap, Routing Is Learned: Why Refusal-Based Alignment Evaluation Fails
by: Frank, Gregory N.
Published: (2026)
by: Frank, Gregory N.
Published: (2026)
When Refusals Fail: Unstable Safety Mechanisms in Long-Context LLM Agents
by: Hadeliya, Tsimur, et al.
Published: (2025)
by: Hadeliya, Tsimur, et al.
Published: (2025)
What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal
by: Cheng, Stephen, et al.
Published: (2026)
by: Cheng, Stephen, et al.
Published: (2026)
Similar Items
-
Real-Time Detection of Hallucinated Entities in Long-Form Generation
by: Obeso, Oscar, et al.
Published: (2025) -
Language Models Represent Space and Time
by: Gurnee, Wes, et al.
Published: (2023) -
Confidence Regulation Neurons in Language Models
by: Stolfo, Alessandro, et al.
Published: (2024) -
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models
by: Ferrando, Javier, et al.
Published: (2024) -
Where Do Reasoning Models Refuse?
by: Yamaguchi, Kureha, et al.
Published: (2025)