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From the "Visualising shift-reduce parsing" section, don't believe "And" should start a sentence, instead potentially using a comma instead of a full stop, and continuing the sentence on.
i.e "...a…
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"metrics is" should say "metrics are"
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"Sorensen-Dice" should say "Sørensen–Dice"
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There is a space on the left side of the pipe character for "P(V |N)" but not the right side.
There are no spaces for "P(DT|V)".
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Very pedantic, but "Noun Phrase" has both words capitalised vs "Verb phrase" and "Prepositional phrase". This is so minor I'm fine with 0 points for it. :)
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This should probably say: "Adult" vs "Child"
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"Theoroetical" should be replaced with "Theoretical" for the bottom point
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I believe this should say "news articles" not "new articles"
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I believe there should be a question mark at the end of this question.
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I believe there should be a space after the comma between "training" and "validation"