Post-training alignment

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• Alignmentconcept0.786
  The goal of making model behavior match human values and intentions, often addressed during post-training.
• Post-training elicits rather than installs personas; the persona direction is already laid down in pretrainingclaim0.785
  Authors' interpretive endorsement of PSM view, backed by transfer experiments
• Post-training steers models toward a particular region of persona space but only loosely tethers them to it, motivating work on training and steering strategies that more deeply anchor models to a coherent personaclaim0.767
  Central interpretive claim and motivation for future work
• What factors determine the generalisation of learned alignment maps beyond training data?question0.761
  Open question about the gap between Theorem 1's existence proof and practical learnability
• Post-training is key to eliciting introspective awarenessfinding0.759
  Base pretrained models show high false positive rates and achieve no net task performance on concept injection detection; post-training essential for introspection.
• post-training steers models toward a particular region of persona space but only loosely tethers them to itquote0.754
  Load-bearing summary of the paper's core finding about persona stability
• Alignment Functionconcept0.753
  A learnable invertible transformation in DAS that maps neural representations to a basis aligned with causal variables
• Surgical Trainingconcept0.753
  Training approach targeting only functionally specialized components to avoid catastrophic forgetting and misalignment