evidenced in GPT-3’s few-shot prompting setup [4] and the ﬁndings of Wei et al. (2022) [34]. Such
emergent properties are hard to ﬁnd in smaller-scale models. It is conjectured that these emergent
MiniGPT-4- Enhancing Vision-Language Understanding with Advanced Large Language Models