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The sentence "In the most common case, every valid dependency graph has the following properties," should potentially have a colon (":") instead of a comma, since it's before the bullet points.
Als…
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The sentence appears to say "To classifier" instead of "To classify" on bullet point #2.
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I believe it should be "train**ing** set" instead of calling the data "train set".
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Could potentially use "The next word in a sequence" instead of just "Next word in a sequence".
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Should say "use"?
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This should say "representation".
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This should say "cashmere".
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Sentence in point 1 appears to be missing words
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incident of a double spaced nature between "i" and "to"
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"contact the me"