Glossary
Commonsense Knowledge
Everyday world facts and understanding that humans are expected to know, crucial for AI contextual reasoning.
Definition
Commonsense knowledge in artificial intelligence refers to the type of basic, universally known facts and understanding about the world that humans generally take for granted. This includes simple physical laws, social norms, basic concepts of objects and their properties, and everyday activities.
Incorporating commonsense knowledge into AI systems is crucial for enabling them to make reasonable assumptions and decisions in a wide range of situations, similar to how humans operate.
The challenge in AI research is how to represent and utilize this vast, often implicit, body of knowledge in a way that machines can understand and apply. This involves not just the accumulation of facts but also understanding the context, implications, and nuances of those facts.
Commonsense knowledge is fundamental for AI systems to perform tasks that require an understanding of the real world, such as natural language processing, reasoning, and decision-making in uncertain and dynamic environments.
Examples / Use Cases
In natural language processing and understanding, commonsense knowledge enables AI systems to interpret and respond to queries in a way that aligns with human expectations. For instance, if an AI assistant is asked, "Is it okay to leave the house without turning off the oven?" the system uses commonsense knowledge that leaving appliances on can be dangerous, to provide a sensible response, despite the specific scenario possibly not being explicitly covered in its training data.
Another application is in robotics, where an AI system controlling a robot in a home environment might use commonsense knowledge to navigate and interact safely and effectively. For example, understanding that liquids can spill and cause damage or that humans can be startled by sudden movements enables the robot to perform tasks like delivering a cup of water or moving around the house in ways that are safe and considerate of human cohabitants.