Update README.md

README.md

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   <p> (partial diagrams from <a href="https://arxiv.org/abs/2103.15691">1</a>, <a href="https://arxiv.org/abs/2102.05095">2</a>, <a href="https://arxiv.org/abs/1706.03762">3</a>) </p>
 </div>
 
-SpaceTimeGPT is a video description generation model capable of both spatial and temporal reasoning. Given a video, eight frames are sampled and analyzed by the model. The output is a sentence description of the events that occured in the video, generated using autoregression.
+SpaceTimeGPT is a video description generation model capable of spatial and temporal reasoning. Given a video, eight frames are sampled and analyzed by the model. The output is a sentence description of the events that occured in the video, generated using autoregression.
 
 ## Architecture and Training
 Vision Encoder: [timesformer-base-finetuned-k600](https://huggingface.co/facebook/timesformer-base-finetuned-k600) \