Sponsored Question Answering
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Abstract (arXiv)
The potential move from search to question answering (QA) ignited the question of how should the move from sponsored search to sponsored QA look like. We present the first formal analysis of a sponsored QA platform. The platform fuses an organic answer to a question with an ad to produce a so called em sponsored answer. Advertisers then bid on their sponsored answers. Inspired by Generalized Second Price Auctions (GSPs), the QA platform selects the winning advertiser, sets the payment she pays, and shows the user the sponsored answer. We prove an array of results. For example, advertisers are incentivized to be truthful in their bids; i.e., set them to their true value of the sponsored answer. The resultant setting is stable with properties of VCG auctions.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 5 Jul 2024.
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Citing papers per year: 2025: 4; 2026: 3.
7 papers.
- 2025Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontierscited by 16
- 2025LLM-Auction: Generative Auction towards LLM-Native Advertisingcited by 12
- 2026Ad Insertion in LLM-Generated Responsescited by 8
- 2025MaxShapley: Towards Incentive-compatible Generative Search with Fair Context Attributioncited by 3
- 2026NaiAD: Initiate Data-Driven Research for LLM Advertisingcited by 2
- 2026LERA: LLM-Enhanced RAG for Ad Auction in Generative Chatbotscited by 2
- 2025Sponsored Questions and How to Auction Themcited by 1
- 2026LERA: LLM-Enhanced RAG for Ad Auction in Generative Chatbots15 May 2026
- 2026NaiAD: Initiate Data-Driven Research for LLM Advertising11 May 2026
- 2026Ad Insertion in LLM-Generated Responses27 Jan 2026
- 2025LLM-Auction: Generative Auction towards LLM-Native Advertising11 Dec 2025
- 2025MaxShapley: Towards Incentive-compatible Generative Search with Fair Context Attribution5 Dec 2025
- 2025Sponsored Questions and How to Auction Them3 Dec 2025
- 2025Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers13 Feb 2025