"For 9/13 NLP datasets, ChatGPT outperforms previous LLMs with zero-shot learning. It even outperforms fully fine-tuned task-specific LMs on 4 different tasks. In other cases, ChatGPT is on par or slightly lower than fully fine-tuned for specific NLP task"