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As mentioned earlier, our target task requires two textual streams - an input to the encoder and a captioning target for the decoder. Because unlabelled videos do not have captioning targets, we instead propose a simple objective - our model is trained to generate a future utterance in the video given the current video context and current utterances (forward generation). This gives us two sources of textual supervision, the current utterance allows us to learn how to optimally fuse modalities in the video encoder, while the decoder is tasked with predicting a new utterance it has never seen before. However, our goal is video captioning, and not ‘predicting the future’. To enable our model to generate text corresponding to the present video context, we also add in an additional backward generation loss - where the model must generate the current utterance given the current video frames and a future utterance (backward generation). This encourages generated sentences to be temporally aligned.|Carcharodon megalodon, the megatooth shark, isn't just a favorite topic among science fiction fans and cryptozoologists (who study evidence of the existence of unverified species) -- it was a real, living shark that roamed the oceans around 1.5 to 20 million years ago. C. megalodon was discovered in the 1600s when naturalist Nicolaus Steno identified large fossils -- previously thought to be tongues of dragons or snakes -- as giant shark teeth. Since then, biologists and scientists have unearthed hundreds of fossilized megalodon teeth and centra (boney, vertebraelike spinal segments), allowing us to learn more about this mysterious creature of the ancient seas. Popular sci-fi books and films continue to elevate the megalodon to mega pop culture status. Some have even fueled myths that perpetuate the belief that this giant shark lived during the same time as dinosaurs (though they went extinct some 45 million years before megalodon existed) or humans (though we've only been around for about 100,000 years). Is it really possible for a creature of mega-proportions to live without detection for millions of years?




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