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Tiêu đề Event-building through role-filling and anaphora resolution
Tác giả Greg Whittemore, Melissa Macpherson, Greg Carlson
Trường học University of Rochester
Chuyên ngành Linguistics
Thể loại báo cáo khoa học
Thành phố Rochester
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Số trang 8
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An enhanced Discourse Representation Kamp, 1981 provides the vehicle both for car- rying open event roles through the discourse until they can be instantiated by NPs, and for resolving t

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Event-building through Role-filling and Anaphora Resolution

G r e g W h i t t e m o r e

E l e c t r o n i c D a t a S y s t e m s C o r p

5951 J e f f e r s o n S t r e e t N E

A l b u q u e r q u e , N M 87109-3432

g r e g @ e d s r e d s c o m

M e l i s s a M a c p h e r s o n

E l e c t r o n i c D a t a S y s t e m s C o r p

5951 J e f f e r s o n S t r e e t N E

A l b u q u e r q u e , N M 8 7 1 0 9 - 3 4 3 2

m e l i s s a @ e d s r e d s e o m

G r e g C a r l s o n

L i n g u i s t i c s P r o g r a m , U n i v e r s i t y o f R o c h e s t e r

R o c h e s t e r , N Y

g r c a ~ u o r v m b i t n e t

A B S T R A C T

In this study we map out a way to build event

representations incrementally, using information

which may be widely distributed across a dis-

course An enhanced Discourse Representation

(Kamp, 1981) provides the vehicle both for car-

rying open event roles through the discourse until

they can be instantiated by NPs, and for resolving

the reference of these otherwise problematic NPs

by binding them to the event roles

I N T R O D U C T I O N

The computational linguistics literature includes

a wide variety of ideas about how to represent

events in as much detail as is required for reason-

ing about their implications Less has been writ-

ten about how to use information in text to incre-

mentally build those event representations as dis-

course progresses, especially when the identifica-

tion of event participants and other details is dis-

persed across a number of structures We will be

concerned here with providing a representational

framework for this incremental event-building, and

with using that representation to examine the ways

in which reference to the internal structure of

events contributes to discourse cohesion That is,

we will be interested both in the process of gleaning

fully-specified event descriptions from continuous

text, and in showing how individual elements of an

event's internal structure can behave anaphorically

Examples of the kinds of linkages that must be

dealt with in building representations of events

from text follow:

la) He was b e l i e v e d Co be a liar

b) We promised him to be truthful

c ) He t r i e d t o k e e p h i s mouth s h u t 2a) J o e g a v e P e t e a b o o k t o r e a d b) J o e g a v e P e t e a b o o k t o i m p r e s s h i m

c ) J o e a s k e d P e t e f o r a b o o k t o r e a d d) I a s k e d J o e f o r a b o o k t o i m p r e s s Sam

e ) J o e g a v e P e t e t h e m e s s a g e t o s a v e

h i s s k i n

3a) Joe t o l d P e t e t h a t t o e r r i s human

b) He t o l d u s t h a t t o q u i t e o u l d b e s i l l y 4a) GM w i l l b r o a d e n c o l l a b o r a t i o n w i t h

L o t u s to m a k e a n e w car

b) Mary thought that an argument with

h e r s e l f w o u l d b e e n t e r t a i n i n g

c) Mary thought that a conference with

h i m s e l f w o u l d make John look silly

The examples in (1) are familiar cases of syntac- tically obligatory control; we will consider their be- havior to be straightforwardly and locally resolved The sentences of (2) show infinitival relatives, pur- pose, and 'in-order-to' clauses in which control of the infinitive (and hence of its implicit subject) is sometimes clear, sometimes ambiguous In (3), a subject infinitival phrase receives an unavoidably generic reading in one case and a non-generic but ambiguous reading in the other Finally, the exam- ples of (4) indicate that nominalizations of events also have roles whose reference must be determined, and whose existence and identity has consequences for subsequent discourse

Aside from the sentences in (1), in which control

is unambiguously sorted out within the sentence on the basis of verb type, all the examples above can

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be paraphrased with equivalent multi-sentence con-

structions in which the facts of referent-assignment

are identical Even more extended discourses, in-

cluding dialogues such as t h a t in (5), show the in-

fluence of an instantiated situation or event over

the assignment of referents to entities introduced

later in the discourse

5) A: J o h n has b e e n h o b b l i n g a r o u n d f o r

two w e e k s w i t h a s p r a i n e d ankle

B: So w h a t d i d the n u r s e say

y e s t e r d a y ?

A: She s a i d t h a t it w o u l d not be smart

to r u n so s o o n a f t e r i n j u r i n g

h i m s e l f

( a d a p t e d f r o m N i s h i g a u c h i ' s 48, c i t e d as

a m o d i f i c a t i o n of C h a o ' s 28)

T h e distribution of event participants across

multi-sentence discourses is sufficient to lay to rest

any idea t h a t the linkage is syntactically governed,

even though the entities which provide cohesion in

these examples are arguments which are typically

bound syntactically T h a t is, it seems t h a t initially

unfilled t h e m a t i c roles play a part in tying one sen-

tence to the next Event roles left unfilled after

the operation of local syntactic processing are ap-

parently still 'active', in some sense, and they ap-

pear to be able to a t t r a c t participants from exter-

nal structures to fill them Carlson and Tanenhaus

(1988) provide psycholinguistic evidence t h a t this

is indeed the case; open t h e m a t i c roles do appear

to be effective as cohesion devices 1

Previous theories a b o u t how open roles become

filled (mostly intra-sententially) have been based

on notions ranging from strictly syntactic to more

ously wherever we do have what appears to be

invariant and obligatory control, we want to ex-

ploit a syntactic explanation However, these cases

1 W h e t h e r it is j u s t t h e m a t i c roles, or those p l u s c e r t a i n

t y p e s of h i g h l y p r e d i c t a b l e a d j u n c t s , or a wide variety of

other t y p e s of slots which c a n provide t h e t y p e of linking we

are t a l k i n g a b o u t is still a n o p e n q u e s t i o n We do a s s u m e

t h a t for each event we will encode n o t only T H A T it e x p e c t s

certain a r g u m e n t s to b e filled, b u t H O W it e x p e c t s t h e m to

be filled; for i n s t a n c e it s h o u l d be perceived t h a t t h e n o u n

' s a l e s m a n ' is a h i g h l y s u i t a b l e Agent for a sale event We

m a y n e e d to know a b o u t m o r e t h a n t h a t In p a r t i c u l a r , we

m a y require m e t o n y m i c a l devices t h a t m a k e discourses like

t h e following possible

I h a d a h a r d t i m e s h o p p i n g

First, t h e p a r k i n g lot was all full

Coherence in t h i s e x a m p l e d e a r l y d e p e n d s on b e i n g able

to associate 'the p a r k i n g l o t ' with ' s t o r e ' a n d ' s t o r e ' with

the L o c a t i o n of the ' s h o p p i n g ' event T h i s e x t e n s i o n is no

different in kind, however, f r o m t h e core of w h a t we are

p r o p o s i n g here

do not account for much of the ground t h a t we need to cover As the examples above show, even the syntactic position PRO often defies straightfor- ward control assignment, and in the case of nominal references to events, Williams' (1985) arguments against a strictly syntactic account of referent- assignment are convincing Of course, there are no syntactic means for linking arguments with event descriptions intersententially Appeals to underly- ing thematic role notions a n d / o r more pragmati- cally governed operators then seem to hold more promise for the kinds of situations we are describ- ing

Given their currency above and below the sen- tence level, and the fact t h a t they seem to be sen- sitive to b o t h syntactic and p r a g m a t i c constraints, the behavior of unfilled event roles will best be ex- plained at the discourse level Like other discourse anaphoric elements, open roles can not only receive their reference from distant structures, but they also seem to be used productively to create links between linguistic structures and to extend focus

in b o t h forward and backward directions

T o machine-build representations of events whose essential components are dispersed across multiple structures, two key ingredients are neces- sary First, the system must have knowledge a b o u t events and their expected participants and other characteristics Given this, one can make predic- tions a b o u t the expectancy of arguments and the underlying properties they should hold T h e sec- ond ingredient required is a means for assessing the mutual accessibility of discourse entities As has been pointed out by various researchers, sen- tential structure, t h e m a t i c relationships, and dis- course configurations all m a y play a part in deter- mining which entities must, might, and cannot be associated with others, and a discourse framework must make it possible to take all these factors into account in assigning reference and building repre- sentations of events

Our intent in this paper is to provide a p r o t o t y p e model of event building which is effective across clauses, both intra- and inter-sententially We will incorporate into this representation of events a means for assessing accessibility of events and event participants for anaphoric reference, and we will use the representation to examine the anaphoric behavior of open roles

E v e n t - B u i l d i n g R e p r e s e n t a t i o n : We have chosen D R T as an overall representation scheme, though we will be modifying it to some extent

D R T has been designed to perform a variety of

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tasks, including proper placement of individual

events in an overall discourse representation and

making it possible to indicate which event entities

are available for future anaphoric referencing and

what constraints hold over those entities A typi-

cal DR for a simple sentence is given in (6) T h e

sentence, 'John gave Bill a dollar' is designated by

the variable E1 and has associated with it a pred-

icate calculus s t a t e m e n t that contains the predi-

cate, give, and argument variables V1, V2, and V3

T h e give event specification and other constraints,

again in predicate calculus form, are contained in

the lower portion of the DR In the top half of the

DR, any entities, including events, which are avail-

able for subsequent anaphoric referencing are listed

by their variable names

Vl, V2, V3, E1

( J o h n V1)

( B i l l V2)

( D o l l a ~ V 3 )

E l : ( g i v e (agent Vl),

(goal V2),(theme V3))

6 A D R for John gave Bill a dollar

Our representation departs in some ways from

the way in which the binding of anaphors is usu-

ally shown in DRT In versions of D R T with re-

altime processing, whenever an NP is being pro-

cessed, two things can happen: i) either the NP

can be linked with a previously occurring NP and

become anaphorically bound to it, or ii) a new ref-

erent can be generated for the NP and posted when

no antecedent can be found For our purposes, it

is convenient to include in the DR an e x t r a tier

which contains items which have not yet found a

referent ~ To designate the three parts of our DRs,

we will use the following tier labels:

Available Referents - AR

Unbound Referents - UR, and

Constraints on Referents - CR

For processing purposes, we will not a t t e m p t to

immediately bind anaphors as they are encountered

in sentences, beyond what we can get for free from

syntactic analysis Rather, we will initiate a two-

stage process, with the first D R having unbound

anaphors and the second a t t e m p t i n g representa-

tion of binding In the first representation, we will

2 A buffer of this s o r t m a y b e implicit in o t h e r t r e a t m e n t s

of a n a p h o r a r e s o l u t i o n ; o u r e x t e n s i o n is j u s t to a d d it ex-

plicitly to the D R r e p r e s e n t a t i o n W i t h o u t s o m e s u c h b u f f e r

it is n o t clear h o w one would h a n d l e s e n t e n c e s like ' W h e n

he was a kid, J o h n was p r e t t y goofy.'

post unbound anaphors in UR We will also post constraints for unbound items within C R to reflect their type, e.g ( P R O X l ) , ( D E F I N I T E X2), and (HE X3) When items in UR become bound (or when their referents are found), their bindings will

be represented in AR, they will be crossed off from within UR, and a new D R will be created to reflect the change in status

We will also revise the representation of event descriptions in CR, by including in them implicit arguments for each event as well as ones which are explicitly realized in the sentence Every event will have its underlying t h e m a t i c and highly expected adjunctive roles posted in CR, whether the roles have been filled or not These unfilled or implicit roles are posted as entities requiring binding, in

UR T h e constraint ( I M P L I C I T X) will be included for any open role, and for each event variable we will note in C R whether it was a verbal or other- than-verbal description

Example (7) contains an instance of what we

event, marked with E l , has two open slots: Agent and T h e m e , V1 and V2, respectively E1 is posted

as a possible referent in AR; its two implicit argu- ments V1 and V2 are posted in UR Similarly, E2,

the launch event is posted in AR, while its open

agent role, designated by V3, is shown in UR; its explicit T h e m e is already posted in A R as E l

AK: El, E2 UR: V1, V2, V3 CR: E l : ( i n v e s t i g a t e (Agent V1)CTheme V2)) E2:(launch (Agent V3) (Theme El))

launched

We will show t h a t because of the inclusion of open roles in the representation of events and on the UR tier, this framework for discourse repre- sentation makes it possible to link arguments that appear in a variety of structures to their respective events, and thus provides more predictive power for anaphoric resolution processes

V e r b - b a s e d E v e n t R e f e r e n c e s : We will demonstrate how DRs can be used to build inter- clausal events by providing various examples We will move from the easiest examples, those that have much syntactic support, to the hardest, those whose resolution is mostly based on pragmatic grounds

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We t r e a t the binding of the P R O subject of em-

bedded infinitive as a case of open role filling, and

for our purposes, such binding is fundamentally

the same in b o t h obligatory and non-obligatory en-

vironments, since in every case the result is t h a t

open event roles are filled by arguments from ex-

ternal sources T h a t is, even where control is gen-

erated entirely within syntax, the links are con-

strued as being the result of a cross-clause event-

building process T h e operational difference is just

t h a t wherever control CAN be reliably determined

syntactically, as in the case of obligatory control

verbs, indices between controllers and PROs will be

in place when initial DRs are generated 3 A typical

D R with a controller-controllee relationship would

appear as in (8)

AR: X l , E l , E2

CR: (John, Xl)

El:(try (Agent Xl)(Goal E2))

E2:(leave (Agent Xl))

8 T h e D R for John tried to leave

In the event-building examples t h a t we show in

the remainder of the paper, the aim is the con-

struction of DRs t h a t ultimately link events and

arguments in this same way W h a t is different

a b o u t the more complicated cases is just the means

of accomplishing the linking In the case of non-

obligatory control o f PRO, such results m a y often

require information from several levels of process-

ing, and an adequate event-building representation

must be able to a c c o m m o d a t e the representation of

all factors which are shown to be effective in pre-

dicting t h a t control

Nishigauchi (1984), for example, demonstrates

t h a t choice of controller can often be determined

through knowledge of t h e m a t i c roles (see also Bach,

1982, and Dowty and Ladusaw, 1988, for their ac-

counts) In Nishigauchi's account, control of infini-

tival purpose clauses and infinitival relative clauses

is primarily dependent on the presence of one of

three t h e m a t i c roles from his so-called P r i m a r y Lo-

cation hierarchy; the idea is t h a t a controller can

be assigned if a Goal, Location, or Source is present

in the sentence Where a Goal is present, its refer-

3Dowty a n d Ladusaw (1988) believe t h a t control is gen-

erally established via p r a g m a t i c means They claim t h a t it

is p r a g m a t i c knowledge of events t h a t enables one to gen-

erate links between p a r t i c i p a n t s a n d events They also be-

lieve, however, t h a t there are a large n u m b e r of situations

for which control has b e c o m e grammaticized, a n d t h a t there

does n o t n e e d to b e any internal analysis in these situations

t o c o m p r e h e n d argument-to-event links

ent has precedence as controller; where Goal is not present, Location or Source can take control

T h e examples in (9) are indicative of the kinds

of links t h a t can be made via this hierarchy In ex- ample (9a), the Goal ' M a r y ' controls the infinitival relative 4 In (9b), John ends up with the book, so ' J o h n ' is Goal, while in (9c), John as the possessor

of the book is its Location; in both cases ' J o h n ' controls the infinitive

(9)

a) John b o u g h t Ha.ry a book PRO t o r e a d

b) John bought a book PRO to read c) John has a book PRO to read

To handle examples like (9a-c), we begin with ini- tial DRs t h a t include the kind of information t h a t can be expected from a s y n t a c t i c / s e m a n t i c parser

t h a t produces initial logical forms For instance, we know that ' J o h n ' is the Agent and ' M a r y ' the Goal

of a buy event, and t h a t the P R O subject of 'read' (the Agent of the read event) has no binding T h e

object of 'read' is identified in s y n t a x as 'book' 5

An initial D R for (9a) is illustrated in (10)

AR: X1 X2 X3 E1 E2 UR: X4

CR:

El:(buy (Agent X l ) ( 0 b j e e t X2)(Goal X3)) E2:(read (Agent X4)(Object X2))

(John X1) (book X2) (Mary X3)

(PRO X4)

(10) T h e initial D R for John bought Mary a book

to read

At this stage, a positive check for Goal in E1 re- sults in the binding of the unbound variable X4 to X3 in AR; X4 is then canceled out of UR Were there no Goal in E l , a Location or Source would have the same effect In a case where none of these roles is specified explicitly, as in example (11) (from Bach), it must be filled by default a n d / o r from

4 ' M a r y ' is more typically i n t e r p r e t e d as Beneficiary in this sentence, b u t Nishigauchi claims t h a t since Mary ends

up with the book, she is the Goal Bach's (1982) explanation

is similar; it is t h a t entity which the m a t r i x verb p u t s in a position to do t h e V E R B i n g which controls t h e infinitive SThis analysis assumes t h a t the infinitive is recognized

as an infinitival relative on ' b o o k ' , so t h a t it does have an Object gap The infinitive could also of course he an 'in- order-to' clause with intransitive 'read', in which case the controller is t h e Agent of ' b u y '

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context before it can bind the infinitive In this

case the default Goal for 'brought' is "present com-

pany", and so the P R O subject of 'enjoy' is first

person plural inclusive

to enjoy w i t h our dinner

N o m i n a l D e s c r i p t i o n s o f E v e n t s : Much discus-

sion has focused on the extent to which the internal

structure of NPs that have nominalized events as

heads, e.g 'the destruction of the city by the Ro-

mans,' carries over the internal structure of the as-

sociated verb-headed structure, as in 'the Romans

destroyed the city' T h e consensus is t h a t such de-

verbal noun phrases, while obviously semantically

parallel in some ways, are not equivalent to ver-

bal descriptions In particular, semantic arguments

associated with the nominalized form are held to

be syntactically adjunctive in nature and entirely

optional, even where they would be expressed as

obligatory complements to the associated verb

We are interested here in cases in which nomi-

nals representing events are linked with arguments

that are not part of the same immediate syntac-

tic environment Several examples are provided in

(12) and (13) As Higgins (1973, cf Dowty, 1986)

has discussed, in sentences like (12a) the subject

of the m a t r i x verb 'make' can be associated with

the Agent position of an embedded nominal; there-

fore we understand ' R o m a n s ' to be the Agent of

'attack' It is apparently the nature of the verb

'make' that permits this association; 'perform' be-

haves similarly T h e verbs 'suffer' and 'undergo',

on the other hand, link their subjects to the T h e m e

or Experiencer of a nominalized event ( t h a t is, to

what would be the expected object of the associ-

ated verb), as shown in (12b)

12a) The Romans made an attack on the

Sabines

b) The Romans suffered a

crippling defeat

Williams (1985) makes use of the notion that a

m a t r i x verb can impose an association between its

own arguments and any implicit arguments of a

controlled event noun However as the following

examples show, not all verbs impose association of

arguments to the degree that 'perform' and 'un-

dergo' do A verb m a y show some tendency toward

association between Agents, as 'schedule' does in

(13a), but be open to a realignment of m a t r i x sub-

ject with some other more focused role in other

environments, as in (13b) Some m a y have such

a slight tendency to associate arguments in a par- ticular way t h a t it can be disrupted by syntactic structure, as in (13c) and (13d) In (13c) Sam m a y

or m a y not be a party himself to the agreement, but in (13d) he is probably not involved

( 1 3 a ) John s c h e d u l e d a t a k e o v e r / m e e t i n g b) John s c h e d u l e d a h a i r c u t / a c h e c k u p c) Sam negotiated an agreement

d) An agreement was negotiated

by Sam

W h a t is necessary in order to sort this out is

a working framework within which these tenden- cies can be represented and their interactions with other factors tracked Where the tendency towards association is as strong as it is for 'make', which is considered to be semantically "bleached" in such constructions as make an a t t e m p t , make an ar- rangement, make a promise, make an attack ( t h a t

is, it could be said to have become just a mech- anism for linking m a t r i x subject to object event), our representation will allow for an early linking at the level of syntax For the general run of cases where an event noun is the object of a m a t r i x verb,

as in (13a-d), we must rely on our knowledge of typ- ical interactions between events in order to decide what the linking between m a t r i x subject and em- bedded event might be T h e interaction between the AR and the UR tiers of the DR, along with constraints on variables of b o t h types, allows us to manipulate the association as m a y seem appropri- ate, with as much knowledge as we have at the time

of linking

C r o s s - S e n t e n c e E v e n t - b u i l d i n g : As we men- tioned earlier, the linking p h e n o m e n a we are ex- amining hold across, as well as within sentences Discourse (14) is provided as an example of a dis- course in which an open role is filled in a subsequent sentence In the first sentence, there are actually several open roles Left unfilled are (at least) the roles Source and Exchange W i t h the D R struc- turing we have chosen, an initial D R for the first sentence of (14) would be built as in (15) T h e main thing to note in (15) is t h a t the open role variables, are Z1 and Q1, the Source and the Exchange, have been posted in UR

(14a) P e t e b o u g h t a car

b) The s a l e s m a n was a r e a l jerk

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( l s )

AR: EI,XI,YI

UR: Zl O1

CR: ( P e t e Xl)

( c a r Y1)

El:(buy (Agent X l ) , (Theme Y1),

(Source ZI), (Exchange Ol))

(implicit Z1)

(implicit ql)

T h e initial DR for the second sentence of (14) is

in (16a) T h e variable X2, representing ' t h e sales-

m a n ' , has been posted in the unresolved NP buffer,

and X2 will be the first thing to be resolved by way

of a n a p h o r a operators

T h e anaphoric processes invoked at this point

would be m u c h like w h a t has been p r o m o t e d else-

where A variety of factors would come into play,

including looking at basic s e m a n t i c characteristics,

centering, etc We would also want to provide a

m e a n s for ordering available referents as they are

placed in AR in t e r m s of their forward focusing

character (Grosz, Joshi, and Weinstein, 1983)

For ' t h e s a l e s m a n ' , the previously occurring dis-

course entities t h a t are available as referents are E l ,

X l , and Y1 in the previous AR., and Z1 and Q1 in

the previous UR T h e possible referent X l , ' P e t e ' ,

ranks as a possible candidate b u t not a very likely

one, since if Pete were to be referred to in a subse-

quent sentence it would m o r e likely be done via a

personal pronoun T h e other available referent, Y1,

the ' c a r ' , is semantically unlikely and is not con-

sidered a good choice A search is then m a d e into

the previous UR T h e Source Z1, in this instance,

would be a highly likely choice, since any seman-

tic qualities t h a t would a c c o m p a n y ' t h e s a l e s m a n '

would fit those of the Source of a buy event

It has been reported in previous studies t h a t def-

inite NPs often have no clear antecedent For in-

stance, 363 out of 649 definite N P s found in a study

of corpus of dialogues (Brunner, Ferrara, and W h i t -

temore, 1990) had no direct linguistic antecedents

53% of the 363 definite NPs had semantically in-

ferrable antecedents, where definite NPs were used

to refer to a t t r i b u t e s of antecedents and the like,

definite N P s function to focus on some partial as-

pect of an antecedent or topic and not necessarily

to refer directly to it as a whole 6 Following the

6The other 47% were reported to have no clear an-

tecedents, and were only 'topically' tied to the context It

might prove beneficial to re-examine these true orphans and

see if any of these refer back to open roles

line of reasoning t h a t one could take from these findings, it could be the case t h a t there is actually

a preference for definite N P s to refer back to open roles, since they represent p a r t i c u l a r points of focus

or s u b - c o m p o n e n t s of events

' S a l e s m a n ' , via the variable X2, would then get

unresolved a n a p h o r a would be returned, as shown

in (16b)

(16a)

AR: E2 UR: X2 CR: (Salesman X2) (definite X2) E2:(IS X2 real-jerk)

(16b) AR: X2, E2

UR:

CR: (Salesman X2) (definite X2) E2:(IS X2 real-jerk)

Similarly, the D R for the first sentence would need modification since now the open Source role, represented as Z1, would need to be b o u n d to X2, ' t h e s a l e s m a n ' (this u p d a t e d binding is not shown)

L i m i t s o n L i n k i n g : T h e r e are limits on the kinds of linking t h a t can be effected between event descriptions and fillers for open roles For instance, note t h a t the open slot in the e x a m p l e above does not seem to be available for p r o n o m i n a l reference

If (14b) is replaced with ' H e was a real j e r k , ' the sequence of sentences m a k e s no sense (or at least

we would have to say t h a t the s a m e role is not accessed) This restriction a p p e a r s to be true in general for p r o n o m i n a l reference into event descrip- tions, as the following e x a m p l e s show:

• I was attacked *He was enormous

• We unloaded the car * T h e y [the suitcases] were very heavy

• This borrowing has got to stop *They [the borrowed things] get left all over the place

An event description itself, as a whole, nomi- nal or verbal, m a y function as an antecedent for

Trang 7

subsequent anaphoric reference, including p r o n o m -

inal reference ( ' I went swimming It was horrible.')

It is j u s t p r o n o m i n a l reference I N T O an event de-

scription, especially a verbal one, which seems to be

blocked T h e event described in (17a) below cannot

typically be elaborated upon by ( l ? a i ) However,

(17ai) is fine as a continuation if (17aii), in which

the event is nominalized, comes between (17b), in

which the agree event is referred to nominally, can

be followed by (17bi), (17bii) or both

(17)

a) Bob finally agreed eith J o e

i) *It was to not fight anymore

ii) The agreement ,as negotiated

b y Sam

b) Bob and J o e f i n a l l y made an a g r e e m e n t

i ) I t was to not fight anymore

ii) It/The agreement was negotiated

by Sam

c ) * I t was b e t w e e n Bob and Sam

In our representation the posting of event de-

scriptions, verbal and nominal, in AR, accounts

for the fact t h a t each can be linked to by a sub-

sequent p r o n o m i n a l element Our intuition is t h a t

in order to be completely accessible as a referent,

however, an entity m u s t have not only a semantic

but also a phonological realization; since open roles

are merely implicit until they are bound, it is pre-

dictable t h a t there would be a difference in their

accessibility For this reason we post open roles

only in UR, not in AR, and in our framework this

blocks p r o n o m i n a l access to them

As for the fact t h a t nominalizing an event seems

to ease the restrictions on referring into it by means

of a pronoun (as in the (17ai-ii) examples), our

guess is t h a t in these cases the pronominal refer-

ence is actually to the event as a thing, and t h a t the

a p p a r e n t elaboration of roles is allowed by the s a m e

mechanisms t h a t allow addition of other adjuncts

to nominals, as in 'I really enjoyed m y vacation It

was in Texas in July.' In any case our tagging of

event variables in C R as nominal or verbal allows

this distinction to be taken into account

T h e idea of role slots which are canceled from U R

as they are bound explains another restriction on

the ways in which events can be elaborated (17c)

above cannot a p p r o p r i a t e l y follow either (171) or

(17b), because we already know from either t h a t

the agreement was between Bob and Joe Further,

if (17bii) follows (17b), then we know t h a t S a m

is not himself a participant in the agreement he

negotiated, because we already know from (17b)

t h a t the agreenaent was between Bob and Joe In

each of these cases, the open role in question will have been canceled out of U R by binding to other entities before the new anaphoric elements come along, and so there is no possibility of filling a role twice

H a r d C a s e s : Finally, we offer a few c o m m e n t s

on a " p r e t t y hard" and a "really hard" example, given in (18) and (19) These are revised versions

of the discourse given in (5) T h e task in b o t h cases

is to bind the referent ' J o h n ' , which a p p e a r s in the first sentence, to the Agent slot of ' r u n ' , which is

in the second sentence

( 1 8 ) John h a s b e e n h o b b l i n g a r o u n d

on a s p r a i n e d a n k l e

T o d a y , t h e n u r s e s a i d i t w o u l d b e b e s t

n o t t o r u n f o r t e o w e e k s ( 1 9 )

John h a s b e e n h o b b l i n g a r o u n d

on a s p r a i n e d a n k l e Today, the nurse told his mother it would

be best not to run for two weeks

To resolve these examples, we can e m p l o y two tactics First, we will i m p o s e a t h e m a t i c role asso-

the Agent of e m b e d d e d agentless verbs t h a t denote advice Secondly, we will use the notion of open implicit roles in DtLs to o b t a i n a filler for the open Addressee role in the say/tell event 7

W i t h these two notions in place, we can easily resolve (18) (18)'s context provides only one pos- sible candidate for the open Addressee role, n a m e l y ' J o h n ' ( t h a t is, if we disregard the speaker of the utterance) Once ' J o h n ' is used to fill t h a t role, we can link ' J o h n also, t h r o u g h the default t h e m a t i c role association, to the Agent slot for ' r u n ' (19), however shows t h a t the situation can be

m o r e complicated T h e r e is no open Addressee role in (19); the explicit Addressee is 'his m o t h e r '

By the process above, then, 'his m o t h e r ' would be linked to the Agent slot of ' r u n ' , which of course

is incorrect We do not have a perfect explanation for why (19) is different f r o m (18), other t h a n t h a t

J o h n ' s m o t h e r is not the u l t i m a t e Addressee T h a t

is, a m e c h a n i s m is needed t h a t can d e t e r m i n e t h a t

J o h n ' s m o t h e r transfers the advice on to the per- son who needs it, n a m e l y the ailing person, n a m e l y John Even if such a complicated scenario is the

ZA more general form of the first step would be a the- matic role reasoning device that permits PROs to be linked with those entities which are most eligible to carry out the action of the subjectless infinitive This formulation would

be in the spirit of Bach, 1982

Trang 8

correct one, we believe that our combined thematic

role/discourse representation would provide a plat-

form upon which one could make use of such prag-

matic information

C o n c l u s i o n : Our stated task was to provide

a vehicle for constructing event representations

which have roles that are not filled by local syntac-

tic means DRT is a natural vehicle for~this kind of

exercise, given certain extensions The major ex-

tension is the posting of open event (thematic) roles

as potential anchors for subsequent reference In

other words we are treating open roles as a type of

anaphor Where roles integral to an understanding

of an event are not immediately filled on the basis

of local syntax, we hypothesize that they should

be posted nonetheless as not-yet-instantiated slots

We have added a tier to the conventional notion of

a DR to accommodate this posting

Our experiments with this representation have

shown how information from various levels of pro-

cessing can be brought together in event building

This framework also allows us to discover limits on

linking phenomena; in particular, it naturally illus-

trates the inaccessibility of open roles to pronomi-

nal reference, and the tendency for definite NPs to

link to substructures within an event

A C K N O W L E D G E M E N T S

We would like to note that the idea of using DRs

as a means for building events across clauses came

from a comment by Rich Thomason, cited in Dowty

(1986:32): "Rich Thomason (p.c.) has suggested to

me that a very natural way to construct a theory

of event anaphora would be via Discourse Repre-

sentation Theory." Thomason was addressing (we

think) the notion of referring to events via nominal-

izations We just extended the idea of using DRT

to construct events across clauses to also include

those denoted by verbs

[3] Dowty, D and Ladusaw, W 1988 Toward a Nongrammatical Account of Thematic Roles, in Volume 21 of SYNTAX AND SEMANTICS, pgs 61-73

[4] Grosz, B., Joshi, A., and Weinstein, S 1983 Providing a Unified Account of Definite Noun Phrases in Discourse SRI Technical note ~292 [5] Kamp, H 1981 A Theory of Truth and Se- mantic Representation, in J Groenendijk, T Jannsen, and M Stokhof, (eds.) FORMAL METHODS IN THE STUDY OF LANGUAGE [6] Nishigauchi, T 1984 Control and the Thematic Domain LANGUAGE, Volume 60, no 2, pgs 215-250

[7] Williams, E 1980 Predication LINGUISTIC INQUIRY, Volume 11, no 1, pgs 203-238 [8] Williams, E 1985 PRO and Subject of NP NATURAL LANGUAGE AND LINGUISTIC THEORY, Volume 3, no 3, pgs 297-315

R e f e r e n c e s

[1] Carlson, G and Tanenhaus, M 1988 Thematic

Roles and Language Comprehension THE-

MATIC RELATIONS, VOLUME 21 OF SYN-

TAX AND SEMANTICS, pgs 263-291

[2] Dowty, D 1986 On the Semantic Content of

the Notion "Thematic Role" paper presented at

the University of Massachusetts conference on

Property Theory, Type Theory, and Semantics,

March 13-16, 1986

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