mlsanityData to 7 Oct 2026

Generative AI

arXiv 2309.07930 ↗First posted 13 Sep 2023cs.AI cs.LGcited by 119

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Abstract (arXiv)

The term "generative AI" refers to computational techniques that are capable of generating seemingly new, meaningful content such as text, images, or audio from training data. The widespread diffusion of this technology with examples such as Dall-E 2, GPT-4, and Copilot is currently revolutionizing the way we work and communicate with each other. In this article, we provide a conceptualization of generative AI as an entity in socio-technical systems and provide examples of models, systems, and applications. Based on that, we introduce limitations of current generative AI and provide an agenda for Business & Information Systems Engineering (BISE) research. Different from previous works, we focus on generative AI in the context of information systems, and, to this end, we discuss several opportunities and challenges that are unique to the BISE community and make suggestions for impactful directions for BISE research.

Key facts. Cited by 119 papers in the map (data through 7 Oct 2026). Builds on 48 of its 134 references that are in the map. First posted on arXiv 13 Sep 2023.

Builds on

48 of 134 references.

References · 48

  1. 2017Attention Is All You Needcited by 59,932
  2. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  3. 2020Language Models are Few-Shot Learnerscited by 32,199
  4. 2020Denoising Diffusion Probabilistic Modelscited by 20,851
  5. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  6. 2023GPT-4 Technical Reportcited by 18,132
  7. 2021Evaluating Large Language Models Trained on Codecited by 8,053
  8. 2013Auto-Encoding Variational Bayescited by 3,980
  9. 2021On the Opportunities and Risks of Foundation Modelscited by 3,961
  10. 2023Generative Agents: Interactive Simulacra of Human Behaviorcited by 3,500
  11. 2014Sequence to Sequence Learning with Neural Networkscited by 2,974
  12. 2016Improved Techniques for Training GANscited by 2,938
36 more
  1. 2021Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processingcited by 2,222
  2. 2019Fine-Tuning Language Models from Human Preferencescited by 2,124
  3. 2022Survey of Hallucination in Natural Language Generationcited by 2,056
  4. 2022Competition-Level Code Generation with AlphaCodecited by 1,427
  5. 2016Semantics derived automatically from language corpora contain human-like biasescited by 894
  6. 2023ChatGPT Outperforms Crowd-Workers for Text-Annotation Taskscited by 849
  7. 2019Green AIcited by 620
  8. 2023MusicLM: Generating Music From Textcited by 442
  9. 2021Multimodal datasets: misogyny, pornography, and malignant stereotypescited by 326
  10. 2023How is ChatGPT's behavior changing over time?cited by 265
  11. 2020The Creation and Detection of Deepfakes: A Surveycited by 246
  12. 2018Machine Theory of Mindcited by 222
  13. 2023The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientationcited by 183
  14. 2021Large Pre-trained Language Models Contain Human-like Biases of What is Right and Wrong to Docited by 178
  15. 2023GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Modelscited by 174
  16. 2023The Capacity for Moral Self-Correction in Large Language Modelscited by 171
  17. 2023Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Modelscited by 144
  18. 2022Human heuristics for AI-generated language are flawedcited by 104
  19. 2023AI model GPT-3 (dis)informs us better than humanscited by 75
  20. 2022Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Modelscited by 70
  21. 2022TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversationscited by 65
  22. 2020The Unreasonable Effectiveness of Deep Learning in Artificial Intelligencecited by 57
  23. 2021Hybrid Intelligencecited by 55
  24. 2022Evidence for Hypodescent in Visual Semantic AIcited by 30
  25. 2023Superhuman Artificial Intelligence Can Improve Human Decision Making by Increasing Noveltycited by 27
  26. 2021Machine learning and deep learningcited by 26
  27. 2018Deep learning in business analytics and operations research: Models, applications and managerial implicationscited by 24
  28. 2021A Sociotechnical View of Algorithmic Fairnesscited by 24
  29. 2023Artificial muses: Generative Artificial Intelligence Chatbots Have Risen to Human-Level Creativitycited by 24
  30. 2023Large Language Models for Business Process Management: Opportunities and Challengescited by 24
  31. 2022Algorithmic Fairness in Business Analytics: Directions for Research and Practicecited by 18
  32. 2023Just Tell Me: Prompt Engineering in Business Process Managementcited by 17
  33. 2019Interactive AI with a Theory of Mindcited by 7
  34. 2022GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraintscited by 6
  35. 2022A Survey of Text Representation Methods and Their Genealogycited by 5
  36. 2023HQP: A Human-Annotated Dataset for Detecting Online Propagandacited by 4

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 6; 2024: 32; 2025: 57; 2026: 24.

119 papers.

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  1. 2024Multimodal Alignment and Fusion: A Surveycited by 73
  2. 2025A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challengescited by 46
  3. 2023Advancements in Generative AI: A Comprehensive Review of GANs, GPT, Autoencoders, Diffusion Model, and Transformerscited by 35
  4. 2024AI Hallucinations: A Misnomer Worth Clarifyingcited by 34
  5. 2024PyRIT: A Framework for Security Risk Identification and Red Teaming in Generative AI Systemcited by 29
  6. 2025Evaluating LLM Metrics Through Real-World Capabilitiescited by 17
  7. 2025When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agentscited by 16
  8. 2023Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challengescited by 13
  9. 2024GenAI Detection Tools, Adversarial Techniques and Implications for Inclusivity in Higher Educationcited by 13
  10. 2024A Fused Large Language Model for Predicting Startup Successcited by 13
  11. 2025Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Artcited by 13
  12. 2024ProMoAI: Process Modeling with Generative AIcited by 12
38 more
  1. 2025EditMGT: Unleashing Potentials of Masked Generative Transformers in Image Editingcited by 12
  2. 2024Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Modelscited by 11
  3. 2026FORTIS: Benchmarking Over-Privilege in Agent Skillscited by 11
  4. 2025Generative AI in Knowledge Work: Design Implications for Data Navigation and Decision-Makingcited by 9
  5. 2023Generative AIBIM: An automatic and intelligent structural design pipeline integrating BIM and generative AIcited by 8
  6. 2024Text2Robot: Evolutionary Robot Design from Text Descriptionscited by 8
  7. 2024Don't be Fooled: The Misinformation Effect of Explanations in Human-AI Collaborationcited by 8
  8. 2025Position: Collaborative Agentic AI Needs Interoperability Across Ecosystemscited by 7
  9. 2024A Large-Scale Study of Model Integration in ML-Enabled Software Systemscited by 6
  10. 2025Understanding Learner-LLM Chatbot Interactions and the Impact of Prompting Guidelinescited by 6
  11. 2023Diffusion Models for Generative Artificial Intelligence: An Introduction for Applied Mathematicianscited by 5
  12. 2024Machine learning in business process management: A systematic literature reviewcited by 5
  13. 2024Rise of Generative Artificial Intelligence in Sciencecited by 5
  14. 2025CareerBERT: Matching Resumes to ESCO Jobs in a Shared Embedding Space for Generic Job Recommendationscited by 5
  15. 2025E2E Process Automation Leveraging Generative AI and IDP-Based Automation Agent: A Case Study on Corporate Expense Processingcited by 5
  16. 2025General Information Metrics for Improving AI Model Training Efficiencycited by 4
  17. 2025Unveiling AI's Threats to Child Protection: Regulatory efforts to Criminalize AI-Generated CSAM and Emerging Children's Rights Violationscited by 4
  18. 2025Opening Musical Creativity? Embedded Ideologies in Generative-AI Music Systemscited by 4
  19. 2024A State-of-the-practice Release-readiness Checklist for Generative AI-based Software Productscited by 3
  20. 2024A Misleading Gallery of Fluid Motion by Generative Artificial Intelligencecited by 3
  21. 2024Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptationscited by 3
  22. 2025EmoXpt: Analyzing Emotional Variances in Human Comments and LLM-Generated Responsescited by 3
  23. 2025SmartLLM: Smart Contract Auditing using Custom Generative AIcited by 3
  24. 2025MambaLiteSR: Image Super-Resolution with Low-Rank Mamba using Knowledge Distillationcited by 3
  25. 2025On the Effectiveness of Large Language Models in Automating Categorization of Scientific Textscited by 3
  26. 2025The Algorithmic State Architecture (ASA): An Integrated Framework for AI-Enabled Governmentcited by 3
  27. 2025Generative Reliability-Based Design Optimization Using In-Context Learning Capabilities of Large Language Modelscited by 3
  28. 2025Generative Artificial Intelligence for Internet of Things Computing: A Systematic Surveycited by 3
  29. 2025The Fools are Certain; the Wise are Doubtful: Exploring LLM Confidence in Code Completioncited by 3
  30. 2025Generative AI for Testing of Autonomous Driving Systems: A Surveycited by 3
  31. 2025ThreatGPT: An Agentic AI Framework for Enhancing Public Safety through Threat Modelingcited by 3
  32. 2023Generative AI-Based Probabilistic Constellation Shaping With Diffusion Modelscited by 2
  33. 2023The Tyranny of Possibilities in the Design of Task-Oriented LLM Systems: A Scoping Surveycited by 2
  34. 2024Recent Advances in Data-Driven Business Process Managementcited by 2
  35. 2024Exploring Gen-AI applications in building research and industry: A reviewcited by 2
  36. 2025MELABenchv1: Benchmarking Large Language Models against Smaller Fine-Tuned Models for Low-Resource Maltese NLPcited by 2
  37. 2025Exploring Agentic Artificial Intelligence Systems: Towards a Typological Frameworkcited by 2
  38. 2025Generative AI as a Geopolitical Factor in Industry 5.0: Sovereignty, Access, and Controlcited by 2

50 most cited of 119 All 119 (JSON)