shown in Table 2, our model achieved better performance
on both the BLEU-4 and METEOR metrics.
Zero-shot Text-to-Video Generation. We compare
GPT4Video on the MSR-VTT [47] dataset for text-to-video
generation task in a zero-shot manner quantitatively in Ta-
ble 3. Following prior works [2, 45], we assess the vi-
sual quality using the FID metric and evaluate semantic
consistency through the average CLIP similarity between
GPT4Video