models undergo pre-training on large-scale corpora and demonstrate the capacity for few-shot and
zero-shot generalization, allowing for seamless transfer between tasks without the need to update
parameters [41; 105; 106; 107]. LLM-based agents have been applied to various real-world scenarios,
TheRiseandPotentialofLargeLanguageModel BasedAgents