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Knob Limitations

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Research
arXiv cs.AI·7/18/2026

Generative Models: Steering with Examples Over Knobs

Recent research suggests that steering generative models through examples is more effective than using traditional knobs. This approach allows for greater reach and expressiveness in model outputs.

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