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CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

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CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions. February 16, 2010. Jerry R. Hobbs USC/ISI Marina del Rey, CA. Coordination . Coordinate conjunctions: and, or, but. Conjunction constructions can be quite complicated, in general: - PowerPoint PPT Presentation
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CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions Jerry R. Hobbs USC/ISI Marina del Rey, CA February 16, 2010
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Page 1: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

CS544: Lecture 4:Syntax and

Compositional Semantics of Conjunctions

Jerry R. HobbsUSC/ISI

Marina del Rey, CA

February 16, 2010

Page 2: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Coordination

Coordinate conjunctions: and, or, but

Conjunction constructions can be quite complicated, in general:

Pat likes Chris, and Kim too. (ambiguous) Pat likes and wants to go on a date with Chris. The teacher likes intelligent and enthusiastic students. (ambiguous) The three tall English and two short Danish men John believes Mary likes him and is happy. (ambiguous) John likes Mary, and Pat Chris. Sudan is an underdeveloped country, the northern half of which is desert and the southern jungle.

But .....

Page 3: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Coordination of Like Constituents

By far the most common case is when two phrases of the same category are conjoined.

S: Florida beat Oklahoma, and USC beat Penn State.

VP: Florida beat Oklahoma and won the national championship.

Predicate Complement: The doctor was impatient and in a hurry.

PP: We have a government by the people and for the people.

NP: The team and many of its fans celebrated after the game.

N: Our country needs dedicated men and women.

Numbers: This class has 15 or 16 students.

Rules like VP --> VP Conj VP

Page 4: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Conjoined Ss and NPs Conjoined VPs, PPs, many NPs, many Ns get distributive readings:

Florida beat Oklahoma and won the national championship.==> Florida beat Oklahoma and Florida won the national championship.

We have a govt by the people and for the people.==> We have a govt by the people and we have a govt for the people.

The team and many of its fans celebrated.==> The team celebrated and many of its fans celebrated.

This class has 15 or 16 students.==> This class has 15 students or this class has 16 students. (BUT: This class has 15 or 20 students.)

NPs also get collective readings;

The union and the company agreed to mediation.Pat and Chris carried the sofa. A systematic ambiguity

Page 5: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Conjoined Ss and NPs Distributive readings for Ss, VPs, PPs, distributive NPs, etc. ==> distribute out and conjoin clauses

Florida beat Oklahoma and won the national championship. ==> beat(FL,OK) & win(FL,nc) OR ==> beat’(e1,FL,OK) & win’(e2,FL,nc) & and(e1,e2)

NPs are ambiguous between distributive and collective readings:

Pat and Chris fought. ==> Pat fought and Chris fought [distributive] ==> fight’(e1,p) & fight’(e2,c) & and(e1,e2) ==> Pat and Chris fought (each other) [collective] ==> andn(s,p,c) & fight(s)

Ambiguity, when there are multiple adjectives:

I like comfortable and inexpensive hotels ==> I like hotels that are comfortable and inexpensive. [distributive] ==> I like comfortable hotels and I like inexpensive hotels [collective]

a set constructor

Page 6: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Logical Form of Conjunctions

Two cases:

Clause conjunction: Chris arrived and Pat left. arrive’(e1,c) & leave’(e2,p) & and’(e3,e1,e2) logical conjunction

NP conjunction: Chris and Pat andn’(e,x,c,p) x is the typical element of the set {c,p} set construction

“intelligent and enthusiastic students” is ambiguous: => students who are both intelligent and enthusiastic (Clause) => intelligent students and enthusiastic students (NP)

Page 7: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

“or” Normally “or” distributes out to the whole sentence.

The Democrats or the Republicans will win the election. ==> The Democrats will win the election or the Republicans will win the election.

But sometimes “or” means “and” in NPs:

A touchdown or a field goal will win the game.

is stronger than

A touchdown will win the game or a field goal will win the game. (true if we are 5 points behind)

In fact,

A touchdown will win the game, and a field goal will win the game.

There is an implicit implication:

If exists(touchdown) or exists(field goal) then win.

(A v B) --> C iff (A --> C) & (B --> C)

Page 8: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Coordinating Conjunctions and

Similar WordsWhat are the coordinating conjunctions?

and, or, nor, but, so, yet

Subordinating conjunctions (because, while, when, although, ....) can be in an initial adjunct.

I left because he insulted me. He insulted me and I left. Because he insulted me, I left. * And I left, he insulted me.

Discourse adverbs (then, however, moreover, ...) link sentences semantically, but not syntactically:

He tried hard. However, he failed. * He tried hard, however he failed.

Discourse adverbs can move around; conjunctions can’t.

However, he failed. But he failed. He, however, failed. * He, but, failed.

It’s a kind of coreferenceproblem to resolve theomitted argument of discourse adverbs.

Page 9: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

What “and” Means

Similarity (about 60%):

Florida beat Oklahoma, and USC beat Penn State.

Then (about 30%):

Florida beat Oklahoma, and the players went out and celebrated.

Some causal uses:

Snooze and lose. The weather was beautiful, and we went out for a walk.

Page 10: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Conjunction and Gaps

Two clauses or VPs can be conjoined and be part of a relative clause, but (almost always) they both have to have gaps to be filled by the same filler.

a team that USC defeated () and Oklahoma would surely lose to ()

Rare exceptions:

This is a problem we need to go to Maine and work out ()

But in this case, “and” must mean “then”, never similarity.

* This is a team that Florida defeated () and USC defeated Penn State.

Page 11: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Other Conjunction IssuesA systematic conjunction ambiguity in NPs:

The teacher likes intelligent and enthusiastic students. other state pension funds and retirement systems

Initial conjunctions:

And foreign forces can easily turn them into enemies. ==> and(e1,e2) & easy’(e2,e3) & can’(e3,x,e4) & .... but where e1 cannot be determined by syntax

Null conjunctions (in colloquial and novelistic styles):

They had no transnational agenda, no dreams of global jihad.

Everyone had a cautionary tale about fights breaking out over parking spaces after a heavy snow, the resulting brawl or shooting.

Page 12: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

VP Ellipsis

John called his mother, and so did Bill. ==> John called his mother, and Bill called his mother.

Does this refer to John: strict reading Bill: sloppy reading

Mysteries of missing readings:

John revised his paper before the teacher did, and Bill did too. =/=> Bill revised John’s paper before the teacher revised Bill’s paper.

John said that he revised his paper, and Bill did too. =/=> Bill said that John revised Bill’s paper.

This was “ellipted”/omitted

Page 13: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

VP Ellipsis and Similarity

John called his mother, and so did Bill.

call(J,M1): J: human(J) M1: mother(M1) poss(M1,x1): x1: he(x1) Coref(x1,J)

do(B) --> call(B,M2): B: human(B) M2: M2 =M1 or mother(M2) poss(M2,x2): x2: x2 = x1 or he(x2) Coref(x2,B)

Strict readings:B called J’s mother

Sloppy reading:B called B’s mother

All successful approaches to the VP ellipsis problem are based on maximizing the similarity of the two clauses. Similarity = shared properties and similar arguments.

Page 14: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Gapping

Florida beat Oklahoma, and USC Penn State. ==> Florida beat Michigan, and USC beat Penn State.

Sudan is an underdeveloped country, the northern half of which is desert and the southern jungle. ==> Sudan is an underdeveloped country, the northern half of which is desert and the southern half of which is jungle.

Page 15: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Comparison

Absolute: John is tall. ==> tall(j)

Comparative: John is taller than Bill. ==> more(j,b,tall) OR more(j,b,e) & tall’(e,x)

Superlative: John is the tallest boy in class. ==> most(j,s,tall) OR most(j,s,e) & tall’(e,x)

Jsome threshold

JB

Jboys in class

Page 16: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Related Comparison Constructions

as ... as: John is as tall as Bill. ==> as(j,b,tall) OR as(j,b,e) & tall’(e,x)

so ... that: John is so tall that he can touch the ceiling. ==> so(j,tall,e1) OR so(j,e,e1) & tall’(e,x) & can’(e1,e2) & touch’(e2,j,c) & ceiling(c)

The asteroid is too small to generate heat ==> too(x,small,e1) OR too(x,e,e1) & small’(e1,z) & generate’(e1,x,h) & heat(h)

J B

Jcan touchceiling

Agenerateheat

Page 17: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Superlatives

Superlatives look like ordinary adjectives, in NPs or predicate complements, taking ordinary complements.Comparison set must be discovered from these complements and from context.

John is the tallest boy in the room. ==> Comparison set: boys in the room

The election was the closest in a century. ==> Comparison set: elections in the last century

I’ve been to Washington DC often, most recently in November. ==> Comparison set: trips to Washington DC

Page 18: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

“so ... that” and “as ... as”

John is so tall that he can reach the ceiling.

Treat “so” as a word that can take an adjective phrase as its first complement, and a “that” clause its second complement.

“so”: So[subj=np, compl1=adjp, compl2=thats] OR Syn[adj,n,adj,thats]

John is as tall as Bill.

Quick and dirty: Treat “as” as operator that takes adjective phrase as its first complement and an “as” PP as its second.

“as”: As[subj=np, compl1=adjp, compl2=pp.as] OR Syn[adj,n,adj,p.as]

More generally, the second “as” is as complex as “than” phrases:

He talked about freedom as much as the Americans do. John can jump as high as Bill can. The recession was as severe as had been feared.

The result is an adjective phrase

Page 19: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Comparatives

John is taller than Bill.

JB

[J is Q1 tall] more than [B is Q2 tall] Q1 > Q2

tall-ness or height

To analyze a comparative, we need to identify the scale (tall-ness) and the two entities being compared on the scale.

Page 20: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Comparing Events

Avoiding a fight is better than winning one.

avoiding a fight

winninga fight

good-ness

Simplest case: NP1 is more Adj than NP2

Page 21: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Comparatives in Determiners

This class has more than 20 students.

#students20

number

[NP[NP more] than [NP 20 students]]

OR

[NP [Det more than 20] students]

Probably correct

Simpler to use in practice(TreeBank)

Page 22: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

More Complex Comparatives

Mary sold more cars than Bill.

==> Mary sold more cars than Bill sold Q cars.

#cars soldMary

#carsBill sold

number

P(X) more than Y: Find the X that corresponds to Y. Find the P. Construct P(Y)

Mary likes Sue more than Jenny.

John says he jogs more than Bill.

Ambiguities:

Page 23: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

More Complex Comparatives

USC plays better than UCLA can.

==> USC plays better than UCLA can play.

USCplays

UCLAcan play

good-ness

P(X) more than Y: Find the X that corresponds to Y. ==> USC -s : UCLA can Find the P. ==> play Construct P(Y) ==> UCLA can play

Page 24: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Implicit Standard of Comparison

Trade makes countries richer.

==> Trade makes countries with trade richer than countries without trade.

countrywith trade

countrywithouttrade

rich-ness

?

They insist on greater openness.The work was tougher in such weather.Attendance became more sporadic.

Page 25: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Comparison of Modality

Reconstruction in Iraq is harder than Bush expected.

Reconstruction in Iraq is Q1 hard

Reconstruction in Iraq was expected by Bush to be Q2 hard

Q1 > Q2

Reconstructionin Iraqas Bush

expected it to be

hard-ness

Reconstructionin Iraqas it is

Page 26: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Modifiers on Comparatives

John is much taller than Bill.

John is 3 inches taller than Bill.

JB

tall-ness

Measureof the difference

Page 27: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Summary of “Shallow” Logical Form

The logical form of a sentence is an existentially quantified conjunction of propositions: “The teacher graded the papers slowly.” ==> (E e1,e2,e3,e4,e5,e6,e7,e8,t,p,s) [the’(e1,t,e2) & teacher’(e2,t) & grade’(e3,t,p) & Past’(e4,e3) & the’(e5,p,e6) & paper’(e6,p) & Plural’(e6,p,s) & slow’(e7,e3)]

Nouns: book => book’(e,x)Proper nouns: Chris => Chris’(e,x)Plural nouns: books => book’(e1,x) & Plural’(e2,x,s)Prenominal nouns: wine glass => wine’(e1,x) & nn’(e2,x,y) & glass’(e3,y)

Adjectives: tall => tall’(e,x)Adjectives with complements: able to fly => able’(e1,x,e2) & fly’(e2,x)

Determiners: the => the’(e1,x,e2) = x is uniquely identifiable in context by means of the property e2Quantifiers: many => many’(e, s) (a property of the set)Numbers: three => three’(e,s) (a property of the set)

Page 28: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Summary of “Shallow” Logical Form

Verbs: Intransitive: sleep => sleep’(e,x) Transitive: read => read’(e,x,y) Ditransitive: give => give’(e,x,y,z) Infinitive complemenet: want to go => want’(e1,x,e2) & go’(e2,x) Sentential complement: say that he left => say’(e1,x,e2) & Past’(e2,e3) & leave’(e3,y)

Prepositions: P NP: in Tampa => in’(e,x,t) P S: before he left => before’(e1,x,e2) & Past’(e2,e3) & leave’(e3,y) (x argument (subject) is the S or NP the PP modifies)

Adverbs: run quickly => quick’(e1,e2) & run’(e2,x)

Page 29: CS544: Lecture 4: Syntax and Compositional Semantics of Conjunctions

Summary of “Shallow” Logical Form

Conjunction:

Clause conjunction: Chris arrived and Kim left => arrive’(e1,c) & leave’(e2,k) & and’(e3,e1,e2)

NP conjunction: Chris and Pat => andn’(e1,x,c,p)


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