A knowledge-graph enhanced large language model-based fault diagnostic reasoning and maintenance decision support pipeline towards industry 5.0.

Authors: Ma, Yunfei¹ (AUTHOR), Zheng, Shuai¹ (AUTHOR) shuaizheng@xjtu.edu.cn, Yang, Zheng¹ (AUTHOR), Pan, Hongcheng¹ (AUTHOR), Hong, Jun¹ (AUTHOR)

Source: International Journal of Production Research. Mar2025, p1-22. 22p. 13 Illustrations.

Subject Terms: *Natural language processing, Language models, Knowledge graphs, Fault diagnosis, Hallucinations (Artificial intelligence)

A large language model-based manufacturing process planning approach under industry 5.0.

Authors: Ni, Mingzhe¹ (AUTHOR), Wang, Tao¹ (AUTHOR), Leng, Jiewu¹ (AUTHOR), Chen, Chong¹ (AUTHOR) chenc2021@gdut.edu.cn, Cheng, Lianglun¹ (AUTHOR)

Source: International Journal of Production Research. Feb2025, p1-20. 20p. 12 Illustrations.

Subject Terms: *Production planning, *Manufacturing processes, *Workflow, *Manufacturing industries, Language models

Machine learning in supply chain management: systematic literature review and future research agenda.

Authors: Vlachos, Ilias¹ (AUTHOR) ivlachos@gmail.com, Reddy, Pulagam Gautam² (AUTHOR)

Source: International Journal of Production Research. Feb2025, p1-30. 30p. 3 Illustrations.

Subject Terms: *Supply chain management, *Artificial intelligence, *Supply chains, Language models, Machine learning

AI–Human Hybrids for Marketing Research: Leveraging Large Language Models (LLMs) as Collaborators.

Authors: Arora, Neeraj¹ (AUTHOR) neeraj.arora@wisc.edu, Chakraborty, Ishita² (AUTHOR) ishita.chakraborty@wisc.edu, Nishimura, Yohei³ (AUTHOR) ynishimura@wisc.edu

Source: Journal of Marketing. Mar2025, Vol. 89 Issue 2, p43-70. 28p.

Subject Terms: *Marketing research, *Qualitative research, *Quantitative research, *Natural language processing, Language models, Generative pre-trained transformers, Human-artificial intelligence interaction

FX.

Authors: GEIER, THOM

Source: Fast Company. Spring2025, Issue 266, p58-62. 4p. 1 Black and White Photograph.

Subject Terms: *Streaming technology, *Marketing, *House brands, Language models, Entertainment technology

Company/Entity: Walt Disney Productions (Company) , Hulu LLC

Prevalence and Prevention of Large Language Model Use in Crowd Work.

Authors: Veselovsky, Veniamin¹ (AUTHOR) veniamin.veselovsky@epfl.ch, Horta Ribeiro, Manoel² (AUTHOR) manoel.hortaribeiro@epfl.ch, Cozzolino, Philip J.³ (AUTHOR) philip.cozzolino@prolific.co, Gordon, Andrew³ (AUTHOR) andrew.gordon@prolific.co, Rothschild, David⁴ (AUTHOR) davidmr@microsoft.com, West, Robert² (AUTHOR) robert.west@epfl.ch

Source: Communications of the ACM. Mar2025, Vol. 68 Issue 3, p42-47. 6p.

Subject Terms: *Crowdsourcing, Language models, Data quality, ChatGPT

GPTs and Hallucination.

Authors: Waldo, Jim¹ (AUTHOR) jim_waldo@harvard.edu, Boussard, Soline¹ (AUTHOR) soline_boussard@harvard.edu

Source: Communications of the ACM. Jan2025, Vol. 68 Issue 1, p40-45. 6p.

Subject Terms: *Crowdsourcing, Language models, Hallucinations (Artificial intelligence), ChatGPT, Machine learning, Human-artificial intelligence interaction

Racing to forge a new world of work.

Authors: Madgavkar, Anu, Hazan, Eric, Ellingrud, Kweilin, White, Olivia

Source: McKinsey Quarterly. 2025, Issue 1, p142-153. 12p. 4 Color Photographs, 3 Graphs.

Subject Terms: *Chief technical officers, *Labor market, *Technological innovations, *Labor supply, United States economy, Language models

AI Made His Marketing. He Made $70K on the Promotion.

Authors: KENNEDY, DAN S. (AUTHOR), SHAH, PARTHIV (AUTHOR)

Source: Entrepreneur. Mar/Apr2025, Vol. 53 Issue 2, p52-60. 6p. 1 Color Photograph, 1 Cartoon or Caricature.

Subject Terms: *Artificial intelligence, *Cyber Monday, *Businesspeople, Language models, Mother's Day

The form of AI-driven luxury: how generative AI (GAI) and Large Language Models (LLMs) are transforming the creative process.

Authors: Pantano, Eleonora¹ (AUTHOR) e.pantano@bristol.ac.uk, Serravalle, Francesca² (AUTHOR), Priporas, Constantinos-Vasilios^3,4 (AUTHOR)

Source: Journal of Marketing Management. Dec2024, Vol. 40 Issue 17/18, p1771-1790. 20p.

Subject Terms: *Consumer behavior, *Product design, *Consumers, Language models, Generative artificial intelligence

WHY AGENTS ARE THE NEXT FRONTIER OF GENERATIVE AI.

Authors: Yee, Lareina, Chui, Michael, Roberts, Roger, Xu, Stephen, Shah, Aneri, Mittal, Arun, Zhang, Henry, Te, Kimberly, Pometti, Mara, Ström, Rickard

Source: McKinsey Quarterly. 2024 Q4, Issue 4, p22-35. 14p. 2 Color Photographs, 2 Diagrams.

Subject Terms: *Artificial intelligence, *Information technology, *Credit risk, Language models, Machine learning, Generative artificial intelligence

CHARTING A PATH TO THE DATA - AND AI-DRIVEN ENTERPRISE OF 2030.

Authors: Tavakoli, Asin, Harreis, Holger, Rowshankish, Kayvaun, Bogobowicz, Michael

Source: McKinsey Quarterly. 2024 Q4, Issue 4, p104-118. 15p. 9 Color Photographs, 1 Diagram.

Subject Terms: *Personal communication service systems, *Chief data officers, *Technical specifications, *Apprenticeship programs, Language models, Data privacy

TECH TRENDS 2024.

Authors: Yee, Lareina, Chui, Michael, Roberts, Roger, Issler, Mena

Source: McKinsey Quarterly. 2024 Q4, Issue 4, p44-63. 20p. 2 Color Photographs, 2 Graphs.

Subject Terms: *Cost control, Machine learning, Language models, Gemini (Chatbot), Software development tools, Computer vision

Gen AI Will Change How We Design Jobs. Here's How.

Authors: GHOSH, BHASKAR, WILSON, H. JAMES, CASTAGNINO, TOMAS

Source: Harvard Business Review. Fall2024 Special Issue, p141-144. 4p. 1 Color Photograph.

Subject Terms: *Skilled labor, *Employee training, *Occupations, *Information technology, Generative artificial intelligence, Language models, Tasks

Is Gen AI's Impact on Productivity Overblown?

Authors: WABER, BEN, FAST, NATHANAEL J.

Source: Harvard Business Review. Fall2024 Special Issue, p137-141. 5p. 1 Color Photograph.

Subject Terms: *Labor productivity, *Industrial productivity, *Industrial efficiency, *Organizational performance, *Algorithmic bias, Language models, Generative artificial intelligence

MY FRIEND THE CHATBOT.

Authors: FERNANDEZ, ELIZABETH (AUTHOR)

Source: Discover. Nov/Dec2024, Vol. 45 Issue 6, p38-43. 6p. 2 Color Photographs, 4 Cartoon or Caricatures.

Subjects: LAMDA (Language model), LANGUAGE models, ARTIFICIAL intelligence, ENGINEERS, HOME offices, CHATBOTS

Reimagining democracy.

Authors: Spinney, Laura (AUTHOR)

Source: New Scientist. 10/5/2024, Vol. 264 Issue 3511, p32-35. 4p. 6 Color Photographs.

Subjects: GREENHOUSE gas mitigation, LANGUAGE models, UNITED States presidential election, 2020, COMPULSORY voting, SWARM intelligence, CHATBOTS

Can LLMs Make Robots Smarter?

Authors: Greengard, Samuel¹ (AUTHOR) sam@greengard.com

Source: Communications of the ACM. Feb2025, Vol. 68 Issue 2, p11-13. 3p.

Subject Terms: *Robotics, *Intelligent agents, Language models, Humanoid robots, Robots & society, Autonomous robots

FROM THE EDITORS: CRITICAL THINKING IN THE AGE OF GENERATIVE AI.

Authors: Larson, Barbara Z.¹, Moser, Christine², Caza, Arran³, Muehlfeld, Katrin⁴, Colombo, Laura A.⁵

Source: Academy of Management Learning & Education. Sep2024, Vol. 23 Issue 3, p373-378. 6p.

Subject Terms: *Artificial intelligence, Generative artificial intelligence, Language models, Ethical decision making, Identity (Psychology)

An interview about the 2024 election with Harper Reed, chief technology officer for Obama 2012.

Authors: Mecklin, John (AUTHOR) jmecklin@thebulletin.org

Source: Bulletin of the Atomic Scientists. Sep2024, Vol. 80 Issue 5, p297-301. 5p.

Subject Terms: *ARTIFICIAL intelligence, *LANGUAGE models, *ASSASSINATION attempts, *POLITICAL campaigns, *HIGH technology industries, *SOCIAL media, SILICON Valley (Santa Clara County, Calif.)