Cheapest way to suppress a single phrase from LM output

by Nathan Delisleabout 15 hours ago
0

What is the most cost effective way to get models to not use a single word or phrase, ever?

Fine tuning a model or some minor ablation, like contrastive prompting..?

e.g., I get instantly triggered by “It’s not X, but Y” framing. You could define this reasonably broadly and try to suppress it, what's the simplest method?

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If you are inspired by this idea, you can reach out to the authors for collaboration or cite it:

@misc{delisle-cheapest-way-to-2026,
  author = {Delisle, Nathan},
  title = {Cheapest way to suppress a single phrase from LM output},
  year = {2026},
  url = {https://hypogenic.ai/ideahub/idea/9bJUYvBY9Q1Xpz3x1Mgy}
}

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