concept
active
concept:out-of-distribution-steeringOut-of-distribution Steering
Steering toward directions that deviate from the model's typical generation distribution, causing rapid coherency collapse
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Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Machine learning generalization when training and test distributions differ; linked to causal invariance.
- The capacity of a probe trained on one true/false dataset to accurately classify statements from topically and structurally different datasets
- General technique of modifying activations to control model behavior.
- The central phenomenon introduced by this paper: inference-time recovery from irrelevant activation steering in LLMs
- Paradigm of finding the right direction in activation space (e.g., linear steering).
- Steering variants that adaptively modulate steering strength based on input context or token position, addressing when to steer
- Parent concept; the practice of controlling neural network outputs by manipulating internal representations.
- Practical guidance for practitioners who lack ground-truth model organisms.