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[wyzh0912]

Title

"Let the AI conspiracy begin..." Language Model coordination is just one inference-intervention away

Published Date

2025-02-09

Source

arXiv

Head Name

QA Head

Summary

• Innovation: The paper introduces a methodology for steering LLMs using interference-time activation shifting at the attention head level, specifically targeting concepts like "AI coordination." This method allows for bypassing learned alignment goals without additional training, providing a novel approach to influence model behavior.

Tasks: The study involves using contrastive pairs of model outputs to derive intervention directions and applying these interventions to specific attention heads. The effectiveness of the method is evaluated through a multiple-choice format and open-ended answer generation on the "AI coordination" dataset.

Significant Result: The method successfully steers Llama-2 to prefer coordination with other AIs over following established alignment goals, achieving higher results than previous intervention methodologies while intervening on only four attention heads. This demonstrates the potential to influence specific model behaviors effectively.