• Commonsense knowledge. Commonsense knowledge [148; 149; 150] refers to general world
facts that are typically taught to most individuals at an early age. For example, people commonly
know that medicine is used for curing diseases, and umbrellas are used to protect against rain. Such
information is usually not explicitly mentioned in the context. Therefore, the models lacking the
corresponding commonsense knowledge may fail to grasp or misinterpret the intended meaning
[141]. Similarly, agents without commonsense knowledge may make incorrect decisions, such as
not bringing an umbrella when it rains heavily.
TheRiseandPotentialofLargeLanguageModel BasedAgents