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Can We Break LLMs Out of Self-Loops? Fine-Grained Reasoning Control with Activation Steering
SOPHIA uses hidden-state activation steering to classify reasoning states, detect self-loops, and redirect LLM reasoning for higher accuracy and token efficiency.
Published Jul 20, 2026 · 0 citations
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AI panel: 10 of 20 reviewers recommend it
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medium 6/10
strict 0/5