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 offer new opportunities for enhancing temporal reasoning capabilities. In this paper%2C we evaluate the effectiveness of combining image-based and text-based large language models (LLMs) in a two-stage approach for temporal activity localization. We demonstrate that our method outperforms existing video-based LLMs. Furthermore%2C we explore the impact of instruction-tuning on a smaller multimodal LLM%2C showing that refining its ability to process action queries leads to more expressive and informative outputs%2C thereby enhancing its performance in identifying specific time intervals of activities. Our experimental results on the Charades-STA dataset highlight the potential of this approach in advancing the field of temporal activity localization and video understanding.?quality=80&w=800)
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