Get Started
Home
Topics
Search
Library
Research questionHow can advertising enter token-by-token generated responses while preserving incentive compatibility and response quality?Generated responses do not offer the fixed advertising slots assumed by conventional mechanisms, so advertising may need to influence the generation process itself. That influence must not compromise truthful advertiser participation or the usefulness of the response.
AI
Business
Economics
Information Retrieval
Machine Learning
Natural Language Processing
Technology
Latest papersRecent research connected to this question, newest first.Token-Level AdvertisingThe source studies a platform that combines advertiser-specific next-token policies while generating responses, with advertiser reports reconstructed online from learned local advantages and root values. Evidence consists of mechanism-level guarantees and proof-of-concept experiments on real-world commercial-search query splits; the experiments report platform welfare, revenue, and response quality, not broad deployment outcomes.research paper · Sep 4, 2026
Related questions
How can conversational reinforcement learning coordinate strategic utterance choices with token generation under sparse, delayed rewards?How can long-horizon LLM agents preserve answer quality under tight prompt-token budgets?How do AI-generated search answers change referral traffic to upstream informational publishers?How can sellers maximize revenue from information schemes while satisfying obedience and incentive constraints in multi-buyer data markets?