Causal Value Attribution of Marketing Labels in LLM-Generated Ads: A Deconfounder Approach.

arXiv:2610.23025v1 Announce Type: new Abstract: As AI-generated content becomes commoditized, economic value increasingly shifts from final artifacts to the upstream expertise used to specify inputs that steer LLM generation. Yet organizations lack methods for