POS Tagging Flashcards

1
Q

What are POS tags?

A

Labels used for annotating words that come from a tagset

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2
Q

What different tagsets are there?

A

Penn treebank and the universal scheme

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3
Q

What are the pros and cons of the penn treebank tagset?

A

thorough but not intuitive

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4
Q

What are the pros and cons of the universal scheme tagset?

A

there are fewer tags, they are more generic

three classes within- open class, closed class and other

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5
Q

What are the challenges in POS Tagging?

A

syntactic ambiguity

different syntactic roles

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6
Q

How can we disambiguate a token?

A

use the surrounding tokens.

We can also return multiple possible taggings, but each token must have only one tag in each instance

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7
Q

What are the approaches to POS tagging?

A

Rule based, using syntactic Knowledge

statistical, using corpus evidence

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8
Q

What is a POS Corpus?

A

A gold standard with every token labelled with a POS tag by an expert

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9
Q

What are the two formats for POS tagging?

A
  • each line is a word-tag pair

- one sentence per line

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10
Q

ADJ

A

adjective

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11
Q

ADV

A

adverb

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12
Q

INTJ

A

interjection
word or phrase that is grammatically independent from the words around it
E.g. hurrah, cheers, aww

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13
Q

NOUN

A

noun

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14
Q

PROPN

A

prpernoun

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15
Q

VERB

A

verb

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16
Q

ADP

A

adposition

17
Q

AUX

A

auxiliary
a helping element, typically a verb, that adds meaning to the basic meaning of the main verb in a clause
May might can could should

18
Q

CCONJ

A

coordinating conjunction

19
Q

DET

A

determiner

20
Q

NUM

A

number

21
Q

PART

A

particle

22
Q

PRON

A

pronoun

23
Q

SCONJ

A

subordinating conjunction

E.g. “although, because…”

24
Q

PUNCT

A

punctuation

25
Q

SYN

A

symbol