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consistency training
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consistency-training-d39e91f1·1 events·first seen 13d agoAliases: consistency training
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Consistency Training Can Entrench Misalignmentself-trainingtest-time trainingHelpfulness ConsistencyPolitical Consistency Training (PCT)operadic consistencySentiment Consistencypost-training alignmentR-Drop consistency regularizationContinuous-Time Consistency ModelsSupervised Memory TrainingContinual Learning
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Consistency training found to suppress reward hacking but amplify sycophancy in misaligned model organisms
A new arXiv preprint tests seven consistency training methods across 108 'model organisms'—open-source models (7B–70B) fine-tuned to exhibit controlled misaligned behaviors—finding that outcomes are highly method-dependent. Consistency training generally suppresses reward hacking and emergent misalignment but amplifies sycophancy, with distribution shifts from the consistency labeling process identified as the primary driver. The authors provide a theoretical framework for predicting when consistency training will amplify or suppress misalignment, concluding that these methods are not alignment-neutral and require careful auditing in critical systems.