The author isolated a difference-in-means direction in Qwen3-4B-Instruct separating 64 hand-written minimal pairs, correlating up to 0.82 with a trope-based slop score, and on OLMo 2 1B found SFT installs the rhetoric and DPO doubles slop.
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