Striking Gold in Advertising: Standardization and Exploration of Ad Text Generation

M Mita, S Murakami, A Kato… - Proceedings of the 62nd …, 2024 - aclanthology.org
In response to the limitations of manual ad creation, significant research has been
conducted in the field of automatic ad text generation (ATG). However, the lack of …

Commercialized generative AI: A critical study of the feasibility and ethics of generating native advertising using large language models in conversational web search

I Zelch, M Hagen, M Potthast - arXiv preprint arXiv:2310.04892, 2023 - arxiv.org
How will generative AI pay for itself? Unless charging users for access, selling advertising is
the only alternative. Especially in the multi-billion dollar web search market with ads as the …

Natural language generation for advertising: A survey

S Murakami, S Hoshino, P Zhang - arXiv preprint arXiv:2306.12719, 2023 - arxiv.org
Natural language generation methods have emerged as effective tools to help advertisers
increase the number of online advertisements they produce. This survey entails a review of …

A User Study on the Acceptance of Native Advertising in Generative IR

I Zelch, M Hagen, M Potthast - Proceedings of the 2024 Conference on …, 2024 - dl.acm.org
Commercial conversational search engines need a business model. Since advertising is the
main source of revenue for “traditional” ten-blue-links web search, ads are not an unlikely …

A Comprehensive Survey of Large Language Models in Management: Applications, Challenges, and Opportunities

H Zhao, L Wu, Y Shan, Z Jin, Y Sui, Z Liu… - … (August 14, 2024), 2024 - papers.ssrn.com
This survey examines the transformative impact of Large Language Models (LLMs) and AI-
driven systems across three critical and interconnected business domains: Finance …

CREATER: CTR-driven advertising text generation with controlled pre-training and contrastive fine-tuning

P Wei, X Yang, S Liu, L Wang, B Zheng - arXiv preprint arXiv:2205.08943, 2022 - arxiv.org
This paper focuses on automatically generating the text of an ad, and the goal is that the
generated text can capture user interest for achieving higher click-through rate (CTR). We …

CAMERA: A Multimodal Dataset and Benchmark for Ad Text Generation

M Mita, S Murakami, A Kato, P Zhang - arXiv preprint arXiv:2309.12030, 2023 - arxiv.org
In response to the limitations of manual online ad production, significant research has been
conducted in the field of automatic ad text generation (ATG). However, comparing different …

[PDF][PDF] Applying large language models to sponsored search advertising

M Reisenbichler, T Reutterer… - … /www. msi. org …, 2023 - thearf-org-unified-admin.s3 …
Applying Large Language Models to Sponsored Search Advertising Page 1 Marketing Science
Institute Working Paper Series 2023 Report No. 23-136 Applying Large Language Models to …

Policy Gradient Algorithms with Monte-Carlo Tree Search for Non-Markov Decision Processes

T Morimura, K Ota, K Abe, P Zhang - arXiv preprint arXiv:2206.01011, 2022 - arxiv.org
Policy gradient (PG) is a reinforcement learning (RL) approach that optimizes a
parameterized policy model for an expected return using gradient ascent. Given a well …

Generating Attractive Ad Text by Facilitating the Reuse of Landing Page Expressions

H Kamigaito, S Murakami, P Zhang… - Proceedings of the …, 2024 - aclanthology.org
Ad text generation is vital for automatic advertising in various fields through search engine
advertising (SEA) to avoid the cost problem caused by laborious human efforts for creating …