AI Hallucinations: A Misnomer Worth Clarifying
Maleki, Negar, Padmanabhan, Balaji, Dutta, Kaushik
–arXiv.org Artificial Intelligence
As large language models continue to advance in Artificial Intelligence (AI), text generation systems have been shown to suffer from a problematic phenomenon termed often as "hallucination." However, with AI's increasing presence across various domains including medicine, concerns have arisen regarding the use of the term itself. In this study, we conducted a systematic review to identify papers defining "AI hallucination" across fourteen databases. We present and analyze definitions obtained across all databases, categorize them based on their applications, and extract key points within each category. Our results highlight a lack of consistency in how the term is used, but also help identify several alternative terms in the literature. We discuss implications of these and call for a more unified effort to bring consistency to an important contemporary AI issue that can affect multiple domains significantly.
arXiv.org Artificial Intelligence
Jan-8-2024
- Country:
- Asia
- Europe
- Ireland (0.04)
- Italy > Calabria
- Catanzaro Province > Catanzaro (0.04)
- United Kingdom (0.04)
- North America
- Canada (0.04)
- United States
- Florida > Hillsborough County
- University (0.04)
- Maryland (0.04)
- New York > New York County
- New York City (0.04)
- Florida > Hillsborough County
- Genre:
- Research Report > New Finding (1.00)
- Industry:
- Education
- Curriculum > Subject-Specific Education (0.46)
- Educational Setting (0.93)
- Health & Medicine
- Consumer Health (1.00)
- Health Care Providers & Services (1.00)
- Nuclear Medicine (0.67)
- Pharmaceuticals & Biotechnology (0.67)
- Surgery (0.67)
- Therapeutic Area
- Cardiology/Vascular Diseases (0.46)
- Neurology (0.67)
- Oncology (0.45)
- Ophthalmology/Optometry (0.67)
- Psychiatry/Psychology (0.46)
- Information Technology (0.67)
- Law (1.00)
- Media > News (0.67)
- Education
- Technology:
- Information Technology > Artificial Intelligence
- Issues > Social & Ethical Issues (1.00)
- Machine Learning > Neural Networks
- Deep Learning (1.00)
- Natural Language
- Chatbot (1.00)
- Generation (1.00)
- Large Language Model (1.00)
- Representation & Reasoning > Expert Systems (1.00)
- Information Technology > Artificial Intelligence