AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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A systematic failure of selective control is identified and a disparity, the neutrality gap, demonstrates that successful persona following does not imply selective persona control, which additionally requires keeping non-target attributes stable.
Weightless Fine-Tuning is proposed, a training-free decoding-time method that approximates the distributional effect of SFT without weight updates and achieves the best average performance across datasets, matches or exceeds SFT on individual tasks, and outperforms other lightweight baselines on average.
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