Update README.md

README.md

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 ## AVE Dataset
 
-The original AVE dataset ported from the (GitHub)[https://github.com/YapengTian/AVE-ECCV18/blob/master/supervised_main.py]
+The original AVE dataset ported from the [GitHub](https://github.com/YapengTian/AVE-ECCV18/blob/master/supervised_main.py)
 
 ## Notes
 
 - One video may contain different audio-visual events, so the total number of videos is not 4143.
-- annotations.txt: annotations of AVE dataset. For each sample, you can find its event catergory, YouTube ID, Quality (all good, means that it contains an AVE), start time of an audio-visual event, the end time of an audio-visual event.
-- train/val/test-Set.txt: training/validation/testing set used in our ECCV paper.
+- annotations.txt: annotations of the AVE dataset. For each sample, you can find its event category, YouTube ID, Quality (all good, meaning that it contains an AVE), start time of an audio-visual event, and the end time of an audio-visual event.
+- train/val/test-Set.txt: training/validation/testing set used in the original paper.
 
 ## Citation