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探索語言
Word formation
chenhaochiu@ntu.edu.tw
Feb. 22, 2022
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Welcome!
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Word
What is a word? Let’s consider French:
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Word
What is a word? Let’s consider French:
Je sais
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Word
What is a word? Let’s consider French:
Je sais
I know
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Word
What is a word? Let’s consider French:
Je sais
I know
Je ne sais pas
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Word
What is a word? Let’s consider French:
Je sais
I know
Je ne sais pas
I NEG know NEG
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Word
What is a word? Let’s consider French:
Je sais
I know
Je ne sais pas
I NEG know NEG
Je sais pas
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Word
What is a word? Let’s consider French:
Je sais
I know
Je ne sais pas
I NEG know NEG
Je sais pas
I know NEG
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Word
What is a word? Let’s consider French:
Je sais
I know
Je ne sais pas
I NEG know NEG
Je sais pas
I know NEG
Je ne veux pas travailler
I NEG want NEG work
J’ai peur de ne pas réussir
I have fear of NEG NEG succeed
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Word
What is a word?
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Word
What is a word? How many words can you identify in the following
sentences?
語言所有東西
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Word
What is a word? How many words can you identify in the following
sentences?
語言所有東西
高雄市長春藥局
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Word
What is a word? How many words can you identify in the following
sentences?
語言所有東西
高雄市長春藥局
⇒ How would machines segment words in these sentences?
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Word
What is a word? How many words can you identify in the following
sentences?
語言所有東西
高雄市長春藥局
⇒ How would machines segment words in these sentences?
Bi-gram: 語言 言所 所有 有東 東西
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Word
What is a word? How many words can you identify in the following
sentences?
語言所有東西
高雄市長春藥局
⇒ How would machines segment words in these sentences?
Bi-gram: 語言 言所 所有 有東 東西
Tri-gram: 語言所 言所有 所有東 有東西
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Word
What is a word? How many words can you identify in the following
sentences?
語言所有東西
高雄市長春藥局
⇒ How would machines segment words in these sentences?
Bi-gram: 語言 言所 所有 有東 東西
Tri-gram: 語言所 言所有 所有東 有東西
⇒ N-gram hinges heavily on probability (i.e., how probable a
n-gram sequence would occur.)
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Word
Can N-gram be universally applicable? Consider the following
German sentences. Where are the words?
abbiegen
‘to turn’
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Word
Can N-gram be universally applicable? Consider the following
German sentences. Where are the words?
abbiegen
‘to turn’
Ich biege ab.
‘I turn.’
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Word
Can N-gram be universally applicable? Consider the following
German sentences. Where are the words?
abbiegen
‘to turn’
Ich biege ab.
‘I turn.’
Ich biege rechts ab.
‘I turn right.’
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Word
Can N-gram be universally applicable? Consider the following
German sentences. Where are the words?
abbiegen
‘to turn’
Ich biege ab.
‘I turn.’
Ich biege rechts ab.
‘I turn right.’
Ich biege nach 400 Metern rechts ab.
‘I turn right after 400 meters.’
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Word
Can N-gram be universally applicable? Consider the following
German sentences. Where are the words?
abbiegen
‘to turn’
Ich biege ab.
‘I turn.’
Ich biege rechts ab.
‘I turn right.’
Ich biege nach 400 Metern rechts ab.
‘I turn right after 400 meters.’
Ich biege nach 400 Metern vor dem Baum mit Blumen rechts ab.
‘I turn right after 400 meters before the tree with flowers’.
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Word
What is a word?
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Word
What is a word?
A word is a freestanding unit of meaning.
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Word
What is a word?
A word is a freestanding unit of meaning.
English examples: a, university, bookstore, into, friendly,
faithfully, which, sternocleidomastoid ... etc.
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Word
What is a word?
A word is a freestanding unit of meaning.
English examples: a, university, bookstore, into, friendly,
faithfully, which, sternocleidomastoid ... etc.
Mandarin examples: 書、跳、葡萄、網路、維骨力、...
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Word
What is a word?
A word is a freestanding unit of meaning.
English examples: a, university, bookstore, into, friendly,
faithfully, which, sternocleidomastoid ... etc.
Mandarin examples: 書、跳、葡萄、網路、維骨力、...
Words are dynamically evolving. New words can be created every
day and may not be listed in the existing dictionary/lexicon (i.e,
out-of-vocabulary, OOV): 芒果乾、咩噗、天菜、...
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Smaller than words
OK. Now we know what a word is. So, cat is a word, and cats is also
a word.
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Smaller than words
OK. Now we know what a word is. So, cat is a word, and cats is also
a word.
Can “s” in cats be a word?
What about “ed” in walked?
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Smaller than words
OK. Now we know what a word is. So, cat is a word, and cats is also
a word.
Can “s” in cats be a word?
What about “ed” in walked?
⇒ Sometimes, within a word, we can identify some smaller units
which also carry some meanings.
⇒ These smaller units are termed .
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Smaller than words
OK. Now we know what a word is. So, cat is a word, and cats is also
a word.
Can “s” in cats be a word?
What about “ed” in walked?
⇒ Sometimes, within a word, we can identify some smaller units
which also carry some meanings.
⇒ These smaller units are termed .
Morpheme (詞
詞
詞素
素
素): a single unit of meaning
free morpheme: walk, cat, kick, eat, 吃、買、葡萄、... etc.
bound morpheme: -s (plural), -ed (past tense; participle), +們、+子、
小+
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Identifying morphemes
How many morphemes are there in the word “hardness”?
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Identifying morphemes
How many morphemes are there in the word “hardness”?
hard is a morpheme, meaning the quality of being rigid.
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Identifying morphemes
How many morphemes are there in the word “hardness”?
hard is a morpheme, meaning the quality of being rigid.
Set A: {hardness, harden, hardship, hardy}
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Identifying morphemes
How many morphemes are there in the word “hardness”?
hard is a morpheme, meaning the quality of being rigid.
Set A: {hardness, harden, hardship, hardy}
ness is a morpheme, changing an adjective into a noun.
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Identifying morphemes
How many morphemes are there in the word “hardness”?
hard is a morpheme, meaning the quality of being rigid.
Set A: {hardness, harden, hardship, hardy}
ness is a morpheme, changing an adjective into a noun.
Set B: {hardness, kindness, baldness, weirdness}
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Allomorphs
Now we have a better idea of morphemes. But hold on a second,
the following two -ers mean different things!
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Allomorphs
Now we have a better idea of morphemes. But hold on a second,
the following two -ers mean different things!
work – worker fast – faster
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Allomorphs
Now we have a better idea of morphemes. But hold on a second,
the following two -ers mean different things!
work – worker fast – faster
⇒ The similarity of form does not guarantee the similarity in
meaning!
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Allomorphs
Now we have a better idea of morphemes. But hold on a second,
the following two -ers mean different things!
work – worker fast – faster
⇒ The similarity of form does not guarantee the similarity in
meaning!
On the flip side, sometimes a similarity in meaning is not
matched by an exact similarity in form.
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Allomorphs
Now we have a better idea of morphemes. But hold on a second,
the following two -ers mean different things!
work – worker fast – faster
⇒ The similarity of form does not guarantee the similarity in
meaning!
On the flip side, sometimes a similarity in meaning is not
matched by an exact similarity in form.
imprecise inadequate incomplete irresponsible illegal
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Allomorphs
Now we have a better idea of morphemes. But hold on a second,
the following two -ers mean different things!
work – worker fast – faster
⇒ The similarity of form does not guarantee the similarity in
meaning!
On the flip side, sometimes a similarity in meaning is not
matched by an exact similarity in form.
imprecise inadequate incomplete irresponsible illegal
⇒The forms that are associated with the same morpheme (i.e.,
having the same meaning) but phonetically contrastive are called
.
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended unfriended
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended unfriended
unbefriendship
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended unfriended
unbefriendship un-ed
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended unfriended
unbefriendship un-ed un-ship
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended unfriended
unbefriendship un-ed un-ship
boyfriend
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended unfriended
unbefriendship un-ed un-ship
boyfriend unboyfriend
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Building a word
Now, let’s take a closer look at words. Consider the following forms
and determine if they are words.
unfriend befriended unfriended
unbefriendship un-ed un-ship
boyfriend unboyfriend
It looks like there are some rules/restrictions to building a word (or to
combine morphemes)!
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Building a word
The foundation of a word: morpheme
(unfriend, befriended, ...)
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Building a word
The foundation of a word: morpheme
(unfriend, befriended, ...)
Morphemes that go before the root:
(un-friend, ...)
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Building a word
The foundation of a word: morpheme
(unfriend, befriended, ...)
Morphemes that go before the root:
(un-friend, ...)
Morphemes that come after the root:
(friend-ed, ...)
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Building a word
The foundation of a word: morpheme
(unfriend, befriended, ...)
Morphemes that go before the root:
(un-friend, ...)
Morphemes that come after the root:
(friend-ed, ...)
Morphemes that are inserted within the root:
(fan-bloody-tastic)
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Building a word
The foundation of a word: morpheme
(unfriend, befriended, ...)
Morphemes that go before the root:
(un-friend, ...)
Morphemes that come after the root:
(friend-ed, ...)
Morphemes that are inserted within the root:
(fan-bloody-tastic)
Morphemes that surround the root:
(a-fly-ing, as in Time is aflying.)
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Building a word
The foundation of a word: morpheme
(unfriend, befriended, ...)
Morphemes that go before the root:
(un-friend, ...)
Morphemes that come after the root:
(friend-ed, ...)
Morphemes that are inserted within the root:
(fan-bloody-tastic)
Morphemes that surround the root:
(a-fly-ing, as in Time is aflying.)
Two free morphemes together:
(boy-friend)
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Time out!
Give (Taiwan) Mandarin examples for the following morphemes and
post them on Padlet:
1 prefix
2 suffix
3 infix
4 circumfix
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Other terms
Stem: A stem always includes the root and may also include one or
more affixes.
Lexicon: the Greek word for dictionary, as in mental lexicon.
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Coding and decoding
Now, let’s consider the following examples/exercises.
Halfellalfo, halfow alfare yalfou?
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Coding and decoding
Now, let’s consider the following examples/exercises.
Halfellalfo, halfow alfare yalfou?
Isthay isway anway exampleway ofway Igpay Atinlay. Asway
ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay
ildrenchay.
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Coding and decoding
Now, let’s consider the following examples/exercises.
Halfellalfo, halfow alfare yalfou?
Isthay isway anway exampleway ofway Igpay Atinlay. Asway
ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay
ildrenchay.
Is-thay is-way an-way example-way of-way Ig-pay Atin-lay.
As-way ou-yay an-cay ee-say, its-way illy-say, ut-bay ots-lay
of-way un-fay or-fay ildren-chay.
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Coding and decoding
Now, let’s consider the following examples/exercises.
Halfellalfo, halfow alfare yalfou?
Isthay isway anway exampleway ofway Igpay Atinlay. Asway
ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay
ildrenchay.
Is-thay is-way an-way example-way of-way Ig-pay Atin-lay.
As-way ou-yay an-cay ee-say, its-way illy-say, ut-bay ots-lay
of-way un-fay or-fay ildren-chay.
⇒ You can search more on Pig Latin.
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Coding and decoding
Now, let’s consider the following examples/exercises.
Halfellalfo, halfow alfare yalfou?
Isthay isway anway exampleway ofway Igpay Atinlay. Asway
ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay
ildrenchay.
Is-thay is-way an-way example-way of-way Ig-pay Atin-lay.
As-way ou-yay an-cay ee-say, its-way illy-say, ut-bay ots-lay
of-way un-fay or-fay ildren-chay.
⇒ You can search more on Pig Latin.
Any examples in (Taiwan) Mandarin?
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Inflectional vs. derivational
Let’s revisit the suffixes in hard-ness and cat-s.
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Inflectional vs. derivational
Let’s revisit the suffixes in hard-ness and cat-s.
Do they induce the same or different effects?
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Inflectional vs. derivational
Let’s revisit the suffixes in hard-ness and cat-s.
Do they induce the same or different effects?
⇒ ness: change the of the root
⇒ s: does not change the
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Inflectional vs. derivational
English
Functions Affixes Attach to
3rd. per. sing.present -s verbs
past tense -ed verbs
progressive aspect -ing verbs
past participle -en, -ed verbs
plural -s nouns
comparative -er adjective, adverbs
superlative -est adjective, adverbs
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Inflectional vs. derivational
English
Functions Affixes Attach to
3rd. per. sing.present -s verbs
past tense -ed verbs
progressive aspect -ing verbs
past participle -en, -ed verbs
plural -s nouns
comparative -er adjective, adverbs
superlative -est adjective, adverbs
⇒ affixes
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Inflectional vs. derivational
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Inflectional vs. derivational
⇒ affixes
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Inflectional vs. derivational
Is there any order or principle to attach inflectional and derivational
affixes (for English)?
talks talker
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Inflectional vs. derivational
Is there any order or principle to attach inflectional and derivational
affixes (for English)?
talks talker talkers *talkser
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Inflectional vs. derivational
Is there any order or principle to attach inflectional and derivational
affixes (for English)?
talks talker talkers *talkser
reddish redness
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Inflectional vs. derivational
Is there any order or principle to attach inflectional and derivational
affixes (for English)?
talks talker talkers *talkser
reddish redness reddishness *rednessish
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Inflectional vs. derivational
Is there any order or principle to attach inflectional and derivational
affixes (for English)?
talks talker talkers *talkser
reddish redness reddishness *rednessish
antihuman inhuman
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Inflectional vs. derivational
Is there any order or principle to attach inflectional and derivational
affixes (for English)?
talks talker talkers *talkser
reddish redness reddishness *rednessish
antihuman inhuman antiinhuman *inantihuman
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Inflectional vs. derivational
Is there any order or principle to attach inflectional and derivational
affixes (for English)?
talks talker talkers *talkser
reddish redness reddishness *rednessish
antihuman inhuman antiinhuman *inantihuman
OK. Does that mean we, as second language users, have to memorize
all these rules?
-er > -s,
-ish > -ness,
anti- > -in,
... etc.?
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Inflectional vs. derivational
Root
↓
Rules for root/stem boundary
derivations and irregular inflections
↓
Rules for word boundary derivations
and compounding
↓
Rules for word boundary inflections
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Inflectional vs. derivational
Root
↓
Rules for root/stem boundary
derivations and irregular inflections
↓
Rules for word boundary derivations
and compounding
↓
Rules for word boundary inflections
Derivational affixes occurring at the
root/stem boundary: +ion, +ish,
+al, +ous, in+
Derivational affixes occurring at the
word boundary: #ness, #hood, #ist,
#ism, anti#
Inflectional affixes occurring at the
word boundary: #s, #ing, #ed
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Inflectional vs. derivational
Root
↓
Rules for root/stem boundary
derivations and irregular inflections
↓
Rules for word boundary derivations
and compounding
↓
Rules for word boundary inflections
Derivational affixes occurring at the
root/stem boundary: +ion, +ish,
+al, +ous, in+
Derivational affixes occurring at the
word boundary: #ness, #hood, #ist,
#ism, anti#
Inflectional affixes occurring at the
word boundary: #s, #ing, #ed
*rats-eater, mice-eater
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Inflectional vs. derivational
Root
↓
Rules for root/stem boundary
derivations and irregular inflections
↓
Rules for word boundary derivations
and compounding
↓
Rules for word boundary inflections
Derivational affixes occurring at the
root/stem boundary: +ion, +ish,
+al, +ous, in+
Derivational affixes occurring at the
word boundary: #ness, #hood, #ist,
#ism, anti#
Inflectional affixes occurring at the
word boundary: #s, #ing, #ed
*rats-eater, mice-eater
*houses cat, house cats
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Hierarchical structure of words
How would you decompose the word undoable?
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Hierarchical structure of words
How would you decompose the word undoable?
If you are sensitive enough, you should know that there are two
different ways of groupings to analyze this word:
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Hierarchical structure of words
How would you decompose the word undoable?
If you are sensitive enough, you should know that there are two
different ways of groupings to analyze this word:
1 (un-(do-able))
2 ((un-do)-able)
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Hierarchical structure of words
How would you decompose the word undoable?
If you are sensitive enough, you should know that there are two
different ways of groupings to analyze this word:
1 (un-(do-able))
2 ((un-do)-able)
Bracketing is away of decomposing the structure. But linguists
usually take another approach: Tree diagram
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Hierarchical structure of words
un use able
Adj
Verb
Verb
Wait a minute! A few slides ago, we
talked about the order of affix
attachment. A general idea is that
derivational affixes should be attached
to the root before inflectional affixes.
But in this example, the inflectional
affix (un-) was attached before the
derivational affix (-able).
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Hierarchical structure of words
un use able
Adj
Verb
Verb
Wait a minute! A few slides ago, we
talked about the order of affix
attachment. A general idea is that
derivational affixes should be attached
to the root before inflectional affixes.
But in this example, the inflectional
affix (un-) was attached before the
derivational affix (-able).
⇒ The rules do not explain all the
examples?
⇒ Exception? (Any other
exceptions?)
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Hierarchical structure of words
Inflectional and derivational affixes are defined by Noam
Chomsky (Chomskian theory).
Cognitive linguistics takes a different approach.
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Hierarchical structure of words
Inflectional and derivational affixes are defined by Noam
Chomsky (Chomskian theory).
Cognitive linguistics takes a different approach.
No more inflectional and derivational affixes.
Perspectives: un-use vs. use-able
⇒ Words with closer relationship were attached together first.
More on this in other courses, such as Cognitive Pragmatics.
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Other word formation
We’ve seen affixation and compounding. Is there any other word
formation process? Consider the following examples.
Indonesian
rumah ‘house’ rumahrumah ‘houses’
ibu ‘mother’ ibuibu ‘mothers’
lalat ‘fly’ lalatlalat ‘flies’
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Other word formation
We’ve seen affixation and compounding. Is there any other word
formation process? Consider the following examples.
Indonesian
rumah ‘house’ rumahrumah ‘houses’
ibu ‘mother’ ibuibu ‘mothers’
lalat ‘fly’ lalatlalat ‘flies’
Tagalog
bili ‘buy’ bibili ‘will buy’
kain ‘eat’ kakain ‘will eat’
pasok ‘enter’ papasok ‘will enter’
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Other word formation
Some even more complicated way of word formation:
Tagalog
bili ‘buy’ mamimili ‘buyer’
sulat ‘write’ manunulat ‘writer’
Pisda ‘fish’ maNPiPisda ‘fisherman’
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Other word formation
Some even more complicated way of word formation:
Tagalog
bili ‘buy’ mamimili ‘buyer’
sulat ‘write’ manunulat ‘writer’
Pisda ‘fish’ maNPiPisda ‘fisherman’
⇒ This process of word formation is termed Reduplication.
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Other word formation
Reduplication is very common cross-linguistically. Study the following
examples and explain the effects of the reduplication.
Yesterday we just went out for coffee, but this weekend we are
going on a date-date.
That shirt isn’t what I had in mind; it’s too much pale of a green.
I want a shirt that is green-green.
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Other word formation
Reduplication is very common cross-linguistically. Study the following
examples and explain the effects of the reduplication.
Yesterday we just went out for coffee, but this weekend we are
going on a date-date.
That shirt isn’t what I had in mind; it’s too much pale of a green.
I want a shirt that is green-green.
紅 vs. 紅紅
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Other word formation
Reduplication is very common cross-linguistically. Study the following
examples and explain the effects of the reduplication.
Yesterday we just went out for coffee, but this weekend we are
going on a date-date.
That shirt isn’t what I had in mind; it’s too much pale of a green.
I want a shirt that is green-green.
紅 vs. 紅紅 vs. 紅紅紅
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Other word formation
Reduplication is very common cross-linguistically. Study the following
examples and explain the effects of the reduplication.
Yesterday we just went out for coffee, but this weekend we are
going on a date-date.
That shirt isn’t what I had in mind; it’s too much pale of a green.
I want a shirt that is green-green.
紅 vs. 紅紅 vs. 紅紅紅
粉紅 vs. 粉紅粉紅 (?)
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Other word formation
Reduplication is very common cross-linguistically. Study the following
examples and explain the effects of the reduplication.
Yesterday we just went out for coffee, but this weekend we are
going on a date-date.
That shirt isn’t what I had in mind; it’s too much pale of a green.
I want a shirt that is green-green.
紅 vs. 紅紅 vs. 紅紅紅
粉紅 vs. 粉紅粉紅 (?) vs. 粉紅粉紅粉紅 (?)
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Other word formation
There are also other of morphemic alternations and suppletion
(i.e., irregular conjugation)
foot/feet, goose/geese, louse/Iice, man/men, mouse/mice,
tooth/teeth
ride/rode, freeze/froze, speak/spoke, steal/stole, sing/sang
strife/strive, teeth/teethe, breath/breathe, use/use
is/was, go/went, good/better/best, ...
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Etymology
We spent the whole class talking about “decompose” the structure of
words and their correspondent attributes. Yet, there are also other
aspects we can look at words.
Etymology: (According the Webster Dictionary) the history of a linguistic form
(such as a word) shown by tracing its development since its earliest recorded occurrence
in the language where it is found, by tracing its transmission from one language to
another, by analyzing it into its component parts, by identifying its cognates in other
languages, or by tracing it and its cognates to a common ancestral form in an ancestral
language.
101 / 107
Etymology
Word Morpheme Gloss Other examples
Morphology morph- ‘shape’
-logy ‘study of’ phonology, psychology, ...etc.
Philosophy philo- ‘loving’ philharmonic
sophia ‘wisdom’
genesis gene ‘give birth’ gene, Eugene, ...etc.
centipede cent- ‘hundred’ century, centimeter, ... etc.
ped ‘foot’ pedestrian, expedite, ... etc.
exit ex- ‘out’
-it ‘go’
102 / 107
Etymology
Word Morpheme Gloss Other examples
Morphology morph- ‘shape’
-logy ‘study of’ phonology, psychology, ...etc.
Philosophy philo- ‘loving’ philharmonic
sophia ‘wisdom’
genesis gene ‘give birth’ gene, Eugene, ...etc.
centipede cent- ‘hundred’ century, centimeter, ... etc.
ped ‘foot’ pedestrian, expedite, ... etc.
exit ex- ‘out’
-it ‘go’
There are also some “codes” in names!
Barbara < Barbar, Lucy < luc, Tim < timid, cancer, ...
103 / 107
Wrap-up
Key concepts from today’s lecture:
1 What is a word? A is a freestanding unit of meaning.
104 / 107
Wrap-up
Key concepts from today’s lecture:
1 What is a word? A is a freestanding unit of meaning.
2 What is a morpheme? A is a smallest unit of meaning.
105 / 107
Wrap-up
Key concepts from today’s lecture:
1 What is a word? A is a freestanding unit of meaning.
2 What is a morpheme? A is a smallest unit of meaning.
3 Morphemes that change the lexical category are
morphemes and those don’t are morphemes.
106 / 107
Wrap-up
Key concepts from today’s lecture:
1 What is a word? A is a freestanding unit of meaning.
2 What is a morpheme? A is a smallest unit of meaning.
3 Morphemes that change the lexical category are
morphemes and those don’t are morphemes.
4 Word formations may be of different processes (e.g.,
reduplication, affixation, etc.) and driven by different linguistic
reasons (e.g., morphological categories, pragmatic purposes, etc.).
107 / 107

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UncoverLng_Week2.pdf

  • 3. Word What is a word? Let’s consider French: 3 / 107
  • 4. Word What is a word? Let’s consider French: Je sais 4 / 107
  • 5. Word What is a word? Let’s consider French: Je sais I know 5 / 107
  • 6. Word What is a word? Let’s consider French: Je sais I know Je ne sais pas 6 / 107
  • 7. Word What is a word? Let’s consider French: Je sais I know Je ne sais pas I NEG know NEG 7 / 107
  • 8. Word What is a word? Let’s consider French: Je sais I know Je ne sais pas I NEG know NEG Je sais pas 8 / 107
  • 9. Word What is a word? Let’s consider French: Je sais I know Je ne sais pas I NEG know NEG Je sais pas I know NEG 9 / 107
  • 10. Word What is a word? Let’s consider French: Je sais I know Je ne sais pas I NEG know NEG Je sais pas I know NEG Je ne veux pas travailler I NEG want NEG work J’ai peur de ne pas réussir I have fear of NEG NEG succeed 10 / 107
  • 11. Word What is a word? 11 / 107
  • 12. Word What is a word? How many words can you identify in the following sentences? 語言所有東西 12 / 107
  • 13. Word What is a word? How many words can you identify in the following sentences? 語言所有東西 高雄市長春藥局 13 / 107
  • 14. Word What is a word? How many words can you identify in the following sentences? 語言所有東西 高雄市長春藥局 ⇒ How would machines segment words in these sentences? 14 / 107
  • 15. Word What is a word? How many words can you identify in the following sentences? 語言所有東西 高雄市長春藥局 ⇒ How would machines segment words in these sentences? Bi-gram: 語言 言所 所有 有東 東西 15 / 107
  • 16. Word What is a word? How many words can you identify in the following sentences? 語言所有東西 高雄市長春藥局 ⇒ How would machines segment words in these sentences? Bi-gram: 語言 言所 所有 有東 東西 Tri-gram: 語言所 言所有 所有東 有東西 16 / 107
  • 17. Word What is a word? How many words can you identify in the following sentences? 語言所有東西 高雄市長春藥局 ⇒ How would machines segment words in these sentences? Bi-gram: 語言 言所 所有 有東 東西 Tri-gram: 語言所 言所有 所有東 有東西 ⇒ N-gram hinges heavily on probability (i.e., how probable a n-gram sequence would occur.) 17 / 107
  • 18. Word Can N-gram be universally applicable? Consider the following German sentences. Where are the words? abbiegen ‘to turn’ 18 / 107
  • 19. Word Can N-gram be universally applicable? Consider the following German sentences. Where are the words? abbiegen ‘to turn’ Ich biege ab. ‘I turn.’ 19 / 107
  • 20. Word Can N-gram be universally applicable? Consider the following German sentences. Where are the words? abbiegen ‘to turn’ Ich biege ab. ‘I turn.’ Ich biege rechts ab. ‘I turn right.’ 20 / 107
  • 21. Word Can N-gram be universally applicable? Consider the following German sentences. Where are the words? abbiegen ‘to turn’ Ich biege ab. ‘I turn.’ Ich biege rechts ab. ‘I turn right.’ Ich biege nach 400 Metern rechts ab. ‘I turn right after 400 meters.’ 21 / 107
  • 22. Word Can N-gram be universally applicable? Consider the following German sentences. Where are the words? abbiegen ‘to turn’ Ich biege ab. ‘I turn.’ Ich biege rechts ab. ‘I turn right.’ Ich biege nach 400 Metern rechts ab. ‘I turn right after 400 meters.’ Ich biege nach 400 Metern vor dem Baum mit Blumen rechts ab. ‘I turn right after 400 meters before the tree with flowers’. 22 / 107
  • 23. Word What is a word? 23 / 107
  • 24. Word What is a word? A word is a freestanding unit of meaning. 24 / 107
  • 25. Word What is a word? A word is a freestanding unit of meaning. English examples: a, university, bookstore, into, friendly, faithfully, which, sternocleidomastoid ... etc. 25 / 107
  • 26. Word What is a word? A word is a freestanding unit of meaning. English examples: a, university, bookstore, into, friendly, faithfully, which, sternocleidomastoid ... etc. Mandarin examples: 書、跳、葡萄、網路、維骨力、... 26 / 107
  • 27. Word What is a word? A word is a freestanding unit of meaning. English examples: a, university, bookstore, into, friendly, faithfully, which, sternocleidomastoid ... etc. Mandarin examples: 書、跳、葡萄、網路、維骨力、... Words are dynamically evolving. New words can be created every day and may not be listed in the existing dictionary/lexicon (i.e, out-of-vocabulary, OOV): 芒果乾、咩噗、天菜、... 27 / 107
  • 28. Smaller than words OK. Now we know what a word is. So, cat is a word, and cats is also a word. 28 / 107
  • 29. Smaller than words OK. Now we know what a word is. So, cat is a word, and cats is also a word. Can “s” in cats be a word? What about “ed” in walked? 29 / 107
  • 30. Smaller than words OK. Now we know what a word is. So, cat is a word, and cats is also a word. Can “s” in cats be a word? What about “ed” in walked? ⇒ Sometimes, within a word, we can identify some smaller units which also carry some meanings. ⇒ These smaller units are termed . 30 / 107
  • 31. Smaller than words OK. Now we know what a word is. So, cat is a word, and cats is also a word. Can “s” in cats be a word? What about “ed” in walked? ⇒ Sometimes, within a word, we can identify some smaller units which also carry some meanings. ⇒ These smaller units are termed . Morpheme (詞 詞 詞素 素 素): a single unit of meaning free morpheme: walk, cat, kick, eat, 吃、買、葡萄、... etc. bound morpheme: -s (plural), -ed (past tense; participle), +們、+子、 小+ 31 / 107
  • 32. Identifying morphemes How many morphemes are there in the word “hardness”? 32 / 107
  • 33. Identifying morphemes How many morphemes are there in the word “hardness”? hard is a morpheme, meaning the quality of being rigid. 33 / 107
  • 34. Identifying morphemes How many morphemes are there in the word “hardness”? hard is a morpheme, meaning the quality of being rigid. Set A: {hardness, harden, hardship, hardy} 34 / 107
  • 35. Identifying morphemes How many morphemes are there in the word “hardness”? hard is a morpheme, meaning the quality of being rigid. Set A: {hardness, harden, hardship, hardy} ness is a morpheme, changing an adjective into a noun. 35 / 107
  • 36. Identifying morphemes How many morphemes are there in the word “hardness”? hard is a morpheme, meaning the quality of being rigid. Set A: {hardness, harden, hardship, hardy} ness is a morpheme, changing an adjective into a noun. Set B: {hardness, kindness, baldness, weirdness} 36 / 107
  • 37. Allomorphs Now we have a better idea of morphemes. But hold on a second, the following two -ers mean different things! 37 / 107
  • 38. Allomorphs Now we have a better idea of morphemes. But hold on a second, the following two -ers mean different things! work – worker fast – faster 38 / 107
  • 39. Allomorphs Now we have a better idea of morphemes. But hold on a second, the following two -ers mean different things! work – worker fast – faster ⇒ The similarity of form does not guarantee the similarity in meaning! 39 / 107
  • 40. Allomorphs Now we have a better idea of morphemes. But hold on a second, the following two -ers mean different things! work – worker fast – faster ⇒ The similarity of form does not guarantee the similarity in meaning! On the flip side, sometimes a similarity in meaning is not matched by an exact similarity in form. 40 / 107
  • 41. Allomorphs Now we have a better idea of morphemes. But hold on a second, the following two -ers mean different things! work – worker fast – faster ⇒ The similarity of form does not guarantee the similarity in meaning! On the flip side, sometimes a similarity in meaning is not matched by an exact similarity in form. imprecise inadequate incomplete irresponsible illegal 41 / 107
  • 42. Allomorphs Now we have a better idea of morphemes. But hold on a second, the following two -ers mean different things! work – worker fast – faster ⇒ The similarity of form does not guarantee the similarity in meaning! On the flip side, sometimes a similarity in meaning is not matched by an exact similarity in form. imprecise inadequate incomplete irresponsible illegal ⇒The forms that are associated with the same morpheme (i.e., having the same meaning) but phonetically contrastive are called . 42 / 107
  • 43. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend 43 / 107
  • 44. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended 44 / 107
  • 45. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended unfriended 45 / 107
  • 46. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended unfriended unbefriendship 46 / 107
  • 47. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended unfriended unbefriendship un-ed 47 / 107
  • 48. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended unfriended unbefriendship un-ed un-ship 48 / 107
  • 49. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended unfriended unbefriendship un-ed un-ship boyfriend 49 / 107
  • 50. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended unfriended unbefriendship un-ed un-ship boyfriend unboyfriend 50 / 107
  • 51. Building a word Now, let’s take a closer look at words. Consider the following forms and determine if they are words. unfriend befriended unfriended unbefriendship un-ed un-ship boyfriend unboyfriend It looks like there are some rules/restrictions to building a word (or to combine morphemes)! 51 / 107
  • 52. Building a word The foundation of a word: morpheme (unfriend, befriended, ...) 52 / 107
  • 53. Building a word The foundation of a word: morpheme (unfriend, befriended, ...) Morphemes that go before the root: (un-friend, ...) 53 / 107
  • 54. Building a word The foundation of a word: morpheme (unfriend, befriended, ...) Morphemes that go before the root: (un-friend, ...) Morphemes that come after the root: (friend-ed, ...) 54 / 107
  • 55. Building a word The foundation of a word: morpheme (unfriend, befriended, ...) Morphemes that go before the root: (un-friend, ...) Morphemes that come after the root: (friend-ed, ...) Morphemes that are inserted within the root: (fan-bloody-tastic) 55 / 107
  • 56. Building a word The foundation of a word: morpheme (unfriend, befriended, ...) Morphemes that go before the root: (un-friend, ...) Morphemes that come after the root: (friend-ed, ...) Morphemes that are inserted within the root: (fan-bloody-tastic) Morphemes that surround the root: (a-fly-ing, as in Time is aflying.) 56 / 107
  • 57. Building a word The foundation of a word: morpheme (unfriend, befriended, ...) Morphemes that go before the root: (un-friend, ...) Morphemes that come after the root: (friend-ed, ...) Morphemes that are inserted within the root: (fan-bloody-tastic) Morphemes that surround the root: (a-fly-ing, as in Time is aflying.) Two free morphemes together: (boy-friend) 57 / 107
  • 58. Time out! Give (Taiwan) Mandarin examples for the following morphemes and post them on Padlet: 1 prefix 2 suffix 3 infix 4 circumfix 58 / 107
  • 59. Other terms Stem: A stem always includes the root and may also include one or more affixes. Lexicon: the Greek word for dictionary, as in mental lexicon. 59 / 107
  • 60. Coding and decoding Now, let’s consider the following examples/exercises. Halfellalfo, halfow alfare yalfou? 60 / 107
  • 61. Coding and decoding Now, let’s consider the following examples/exercises. Halfellalfo, halfow alfare yalfou? Isthay isway anway exampleway ofway Igpay Atinlay. Asway ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay ildrenchay. 61 / 107
  • 62. Coding and decoding Now, let’s consider the following examples/exercises. Halfellalfo, halfow alfare yalfou? Isthay isway anway exampleway ofway Igpay Atinlay. Asway ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay ildrenchay. Is-thay is-way an-way example-way of-way Ig-pay Atin-lay. As-way ou-yay an-cay ee-say, its-way illy-say, ut-bay ots-lay of-way un-fay or-fay ildren-chay. 62 / 107
  • 63. Coding and decoding Now, let’s consider the following examples/exercises. Halfellalfo, halfow alfare yalfou? Isthay isway anway exampleway ofway Igpay Atinlay. Asway ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay ildrenchay. Is-thay is-way an-way example-way of-way Ig-pay Atin-lay. As-way ou-yay an-cay ee-say, its-way illy-say, ut-bay ots-lay of-way un-fay or-fay ildren-chay. ⇒ You can search more on Pig Latin. 63 / 107
  • 64. Coding and decoding Now, let’s consider the following examples/exercises. Halfellalfo, halfow alfare yalfou? Isthay isway anway exampleway ofway Igpay Atinlay. Asway ouyay ancay eesay, itsway illysay, utbay otslay ofway unfay orfay ildrenchay. Is-thay is-way an-way example-way of-way Ig-pay Atin-lay. As-way ou-yay an-cay ee-say, its-way illy-say, ut-bay ots-lay of-way un-fay or-fay ildren-chay. ⇒ You can search more on Pig Latin. Any examples in (Taiwan) Mandarin? 64 / 107
  • 65. Inflectional vs. derivational Let’s revisit the suffixes in hard-ness and cat-s. 65 / 107
  • 66. Inflectional vs. derivational Let’s revisit the suffixes in hard-ness and cat-s. Do they induce the same or different effects? 66 / 107
  • 67. Inflectional vs. derivational Let’s revisit the suffixes in hard-ness and cat-s. Do they induce the same or different effects? ⇒ ness: change the of the root ⇒ s: does not change the 67 / 107
  • 68. Inflectional vs. derivational English Functions Affixes Attach to 3rd. per. sing.present -s verbs past tense -ed verbs progressive aspect -ing verbs past participle -en, -ed verbs plural -s nouns comparative -er adjective, adverbs superlative -est adjective, adverbs 68 / 107
  • 69. Inflectional vs. derivational English Functions Affixes Attach to 3rd. per. sing.present -s verbs past tense -ed verbs progressive aspect -ing verbs past participle -en, -ed verbs plural -s nouns comparative -er adjective, adverbs superlative -est adjective, adverbs ⇒ affixes 69 / 107
  • 72. Inflectional vs. derivational Is there any order or principle to attach inflectional and derivational affixes (for English)? talks talker 72 / 107
  • 73. Inflectional vs. derivational Is there any order or principle to attach inflectional and derivational affixes (for English)? talks talker talkers *talkser 73 / 107
  • 74. Inflectional vs. derivational Is there any order or principle to attach inflectional and derivational affixes (for English)? talks talker talkers *talkser reddish redness 74 / 107
  • 75. Inflectional vs. derivational Is there any order or principle to attach inflectional and derivational affixes (for English)? talks talker talkers *talkser reddish redness reddishness *rednessish 75 / 107
  • 76. Inflectional vs. derivational Is there any order or principle to attach inflectional and derivational affixes (for English)? talks talker talkers *talkser reddish redness reddishness *rednessish antihuman inhuman 76 / 107
  • 77. Inflectional vs. derivational Is there any order or principle to attach inflectional and derivational affixes (for English)? talks talker talkers *talkser reddish redness reddishness *rednessish antihuman inhuman antiinhuman *inantihuman 77 / 107
  • 78. Inflectional vs. derivational Is there any order or principle to attach inflectional and derivational affixes (for English)? talks talker talkers *talkser reddish redness reddishness *rednessish antihuman inhuman antiinhuman *inantihuman OK. Does that mean we, as second language users, have to memorize all these rules? -er > -s, -ish > -ness, anti- > -in, ... etc.? 78 / 107
  • 79. Inflectional vs. derivational Root ↓ Rules for root/stem boundary derivations and irregular inflections ↓ Rules for word boundary derivations and compounding ↓ Rules for word boundary inflections 79 / 107
  • 80. Inflectional vs. derivational Root ↓ Rules for root/stem boundary derivations and irregular inflections ↓ Rules for word boundary derivations and compounding ↓ Rules for word boundary inflections Derivational affixes occurring at the root/stem boundary: +ion, +ish, +al, +ous, in+ Derivational affixes occurring at the word boundary: #ness, #hood, #ist, #ism, anti# Inflectional affixes occurring at the word boundary: #s, #ing, #ed 80 / 107
  • 81. Inflectional vs. derivational Root ↓ Rules for root/stem boundary derivations and irregular inflections ↓ Rules for word boundary derivations and compounding ↓ Rules for word boundary inflections Derivational affixes occurring at the root/stem boundary: +ion, +ish, +al, +ous, in+ Derivational affixes occurring at the word boundary: #ness, #hood, #ist, #ism, anti# Inflectional affixes occurring at the word boundary: #s, #ing, #ed *rats-eater, mice-eater 81 / 107
  • 82. Inflectional vs. derivational Root ↓ Rules for root/stem boundary derivations and irregular inflections ↓ Rules for word boundary derivations and compounding ↓ Rules for word boundary inflections Derivational affixes occurring at the root/stem boundary: +ion, +ish, +al, +ous, in+ Derivational affixes occurring at the word boundary: #ness, #hood, #ist, #ism, anti# Inflectional affixes occurring at the word boundary: #s, #ing, #ed *rats-eater, mice-eater *houses cat, house cats 82 / 107
  • 83. Hierarchical structure of words How would you decompose the word undoable? 83 / 107
  • 84. Hierarchical structure of words How would you decompose the word undoable? If you are sensitive enough, you should know that there are two different ways of groupings to analyze this word: 84 / 107
  • 85. Hierarchical structure of words How would you decompose the word undoable? If you are sensitive enough, you should know that there are two different ways of groupings to analyze this word: 1 (un-(do-able)) 2 ((un-do)-able) 85 / 107
  • 86. Hierarchical structure of words How would you decompose the word undoable? If you are sensitive enough, you should know that there are two different ways of groupings to analyze this word: 1 (un-(do-able)) 2 ((un-do)-able) Bracketing is away of decomposing the structure. But linguists usually take another approach: Tree diagram 86 / 107
  • 87. Hierarchical structure of words un use able Adj Verb Verb Wait a minute! A few slides ago, we talked about the order of affix attachment. A general idea is that derivational affixes should be attached to the root before inflectional affixes. But in this example, the inflectional affix (un-) was attached before the derivational affix (-able). 87 / 107
  • 88. Hierarchical structure of words un use able Adj Verb Verb Wait a minute! A few slides ago, we talked about the order of affix attachment. A general idea is that derivational affixes should be attached to the root before inflectional affixes. But in this example, the inflectional affix (un-) was attached before the derivational affix (-able). ⇒ The rules do not explain all the examples? ⇒ Exception? (Any other exceptions?) 88 / 107
  • 89. Hierarchical structure of words Inflectional and derivational affixes are defined by Noam Chomsky (Chomskian theory). Cognitive linguistics takes a different approach. 89 / 107
  • 90. Hierarchical structure of words Inflectional and derivational affixes are defined by Noam Chomsky (Chomskian theory). Cognitive linguistics takes a different approach. No more inflectional and derivational affixes. Perspectives: un-use vs. use-able ⇒ Words with closer relationship were attached together first. More on this in other courses, such as Cognitive Pragmatics. 90 / 107
  • 91. Other word formation We’ve seen affixation and compounding. Is there any other word formation process? Consider the following examples. Indonesian rumah ‘house’ rumahrumah ‘houses’ ibu ‘mother’ ibuibu ‘mothers’ lalat ‘fly’ lalatlalat ‘flies’ 91 / 107
  • 92. Other word formation We’ve seen affixation and compounding. Is there any other word formation process? Consider the following examples. Indonesian rumah ‘house’ rumahrumah ‘houses’ ibu ‘mother’ ibuibu ‘mothers’ lalat ‘fly’ lalatlalat ‘flies’ Tagalog bili ‘buy’ bibili ‘will buy’ kain ‘eat’ kakain ‘will eat’ pasok ‘enter’ papasok ‘will enter’ 92 / 107
  • 93. Other word formation Some even more complicated way of word formation: Tagalog bili ‘buy’ mamimili ‘buyer’ sulat ‘write’ manunulat ‘writer’ Pisda ‘fish’ maNPiPisda ‘fisherman’ 93 / 107
  • 94. Other word formation Some even more complicated way of word formation: Tagalog bili ‘buy’ mamimili ‘buyer’ sulat ‘write’ manunulat ‘writer’ Pisda ‘fish’ maNPiPisda ‘fisherman’ ⇒ This process of word formation is termed Reduplication. 94 / 107
  • 95. Other word formation Reduplication is very common cross-linguistically. Study the following examples and explain the effects of the reduplication. Yesterday we just went out for coffee, but this weekend we are going on a date-date. That shirt isn’t what I had in mind; it’s too much pale of a green. I want a shirt that is green-green. 95 / 107
  • 96. Other word formation Reduplication is very common cross-linguistically. Study the following examples and explain the effects of the reduplication. Yesterday we just went out for coffee, but this weekend we are going on a date-date. That shirt isn’t what I had in mind; it’s too much pale of a green. I want a shirt that is green-green. 紅 vs. 紅紅 96 / 107
  • 97. Other word formation Reduplication is very common cross-linguistically. Study the following examples and explain the effects of the reduplication. Yesterday we just went out for coffee, but this weekend we are going on a date-date. That shirt isn’t what I had in mind; it’s too much pale of a green. I want a shirt that is green-green. 紅 vs. 紅紅 vs. 紅紅紅 97 / 107
  • 98. Other word formation Reduplication is very common cross-linguistically. Study the following examples and explain the effects of the reduplication. Yesterday we just went out for coffee, but this weekend we are going on a date-date. That shirt isn’t what I had in mind; it’s too much pale of a green. I want a shirt that is green-green. 紅 vs. 紅紅 vs. 紅紅紅 粉紅 vs. 粉紅粉紅 (?) 98 / 107
  • 99. Other word formation Reduplication is very common cross-linguistically. Study the following examples and explain the effects of the reduplication. Yesterday we just went out for coffee, but this weekend we are going on a date-date. That shirt isn’t what I had in mind; it’s too much pale of a green. I want a shirt that is green-green. 紅 vs. 紅紅 vs. 紅紅紅 粉紅 vs. 粉紅粉紅 (?) vs. 粉紅粉紅粉紅 (?) 99 / 107
  • 100. Other word formation There are also other of morphemic alternations and suppletion (i.e., irregular conjugation) foot/feet, goose/geese, louse/Iice, man/men, mouse/mice, tooth/teeth ride/rode, freeze/froze, speak/spoke, steal/stole, sing/sang strife/strive, teeth/teethe, breath/breathe, use/use is/was, go/went, good/better/best, ... 100 / 107
  • 101. Etymology We spent the whole class talking about “decompose” the structure of words and their correspondent attributes. Yet, there are also other aspects we can look at words. Etymology: (According the Webster Dictionary) the history of a linguistic form (such as a word) shown by tracing its development since its earliest recorded occurrence in the language where it is found, by tracing its transmission from one language to another, by analyzing it into its component parts, by identifying its cognates in other languages, or by tracing it and its cognates to a common ancestral form in an ancestral language. 101 / 107
  • 102. Etymology Word Morpheme Gloss Other examples Morphology morph- ‘shape’ -logy ‘study of’ phonology, psychology, ...etc. Philosophy philo- ‘loving’ philharmonic sophia ‘wisdom’ genesis gene ‘give birth’ gene, Eugene, ...etc. centipede cent- ‘hundred’ century, centimeter, ... etc. ped ‘foot’ pedestrian, expedite, ... etc. exit ex- ‘out’ -it ‘go’ 102 / 107
  • 103. Etymology Word Morpheme Gloss Other examples Morphology morph- ‘shape’ -logy ‘study of’ phonology, psychology, ...etc. Philosophy philo- ‘loving’ philharmonic sophia ‘wisdom’ genesis gene ‘give birth’ gene, Eugene, ...etc. centipede cent- ‘hundred’ century, centimeter, ... etc. ped ‘foot’ pedestrian, expedite, ... etc. exit ex- ‘out’ -it ‘go’ There are also some “codes” in names! Barbara < Barbar, Lucy < luc, Tim < timid, cancer, ... 103 / 107
  • 104. Wrap-up Key concepts from today’s lecture: 1 What is a word? A is a freestanding unit of meaning. 104 / 107
  • 105. Wrap-up Key concepts from today’s lecture: 1 What is a word? A is a freestanding unit of meaning. 2 What is a morpheme? A is a smallest unit of meaning. 105 / 107
  • 106. Wrap-up Key concepts from today’s lecture: 1 What is a word? A is a freestanding unit of meaning. 2 What is a morpheme? A is a smallest unit of meaning. 3 Morphemes that change the lexical category are morphemes and those don’t are morphemes. 106 / 107
  • 107. Wrap-up Key concepts from today’s lecture: 1 What is a word? A is a freestanding unit of meaning. 2 What is a morpheme? A is a smallest unit of meaning. 3 Morphemes that change the lexical category are morphemes and those don’t are morphemes. 4 Word formations may be of different processes (e.g., reduplication, affixation, etc.) and driven by different linguistic reasons (e.g., morphological categories, pragmatic purposes, etc.). 107 / 107