Matthew Nguyen
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Projection sampling preserves capabilities but diminishes gains from alignment fine-tuning
According to the excerpt, Matthew Nguyen reports tests of whether rewriting teacher reasoning traces to match a student model (projection sampling) improves safety distillation. Replay gave a better trade-off; projection kept capability but reversed much of the gain on agentic misalignment.