so first thank you for coming to my presentation

in the first part i'm going to introduce a if you a notion of all

of the problem i want to tackle

in the second part i'm going to show how to model and solve this problem

in linguistic terms

and finally i'm going to implement a solution

in a formal system

so here

we have a very simple example involving a discourse relation that you didn't come to

the party to one out of style so we expected to infer an explanation relation

between the two sentences

obviously this explanation can be made explicit with a discourse connective

jane didn't come to the problem because she one out of style

so in english you have three main categories of discourse connectives the first are coordinating

conjunctions with and all other than subordinating conjunction with because or even though

and obvious instead of the white ball for

so one of the phenomena i'm interested in it what we call the none alignment

of syntactic and discourse structure

so there is an alignment or mismatch

when there is no mapping between the syntactic arguments of a discourse connective and the

arguments of the discourse relation that is lexical

so a very basic example

a concern at the bills because they have only one syntactic arguments

but you have to discourse arguments for the discourse relation

for example blah than jane went to paris

and so this

for those women under we also consider does not structure all

and are often a mobile and of course

but i'm interested in other kind of mismatch so to understand that is first look

at this discourse

jane is very talkative as she told me for example that you had an apple

for access to the there is no mismatch here because an example of j being

very talkative is telling me about breakfast and so

but now

i see a trend is are lucky jane told me for example but he won

the lottery last week now one is an example of friends being very likely is

not change holding anything but that he one of the let's stick to here we

have a mismatch and on the line

yes in this body blocking the discourse argument respond to a corpus of the syntactic

so you have this is actually supporting conjecture

so here no mismatch between the j thing that here in europe

so them becomes less

if

i think you indicated here

but a fragment time for a fragment of parallel data think that you know which

will email

this kind of sentences are

and the light with usually with a mismatch because we

the speaker intends to

express the contrast between going to pair and not going to t

so those high enough examples are discussed

like the intention context

no relation to the penn discourse treebank so this kind of example annotated with that

such mismatch in the pdtb

but it has been question by a hard to support their uniformity hypothesis according to

uniformity there is no such mismatch

according to you do uniformity the them the contrasting for be would be between found

when comparing and for jane think that knowledge

but the reasoning in that

you need if a and b are in contrast you can say that a and

someone saying we are in contrast but the problem in that this kind of preventing

the times in to extend to all the kind of a discourse relation

if an example of a is b

you don't wanna say that an example of a is someone saying be the women

going to follow the uniformity purpose of this work considering kind of mismatches

you have also very similar in a minute with implicit relations

a friend did not come to the party jane told me he was taking care

of his gets

so when you have such a mismatch

you have something and income taxes or according to don't listen rambo in i there

is a commitment of the speaker to once the content of the report

you agree with one jane told it is what we call the religion affected information

but for sensor and after there is no official religion faculty but you expected to

infer

hedge relations or possible explanation and because explanation is a very the correlation that it

may be that it is possible that afraid was taking care six get

i so

i don't know exactly what is true do we

do you like in five when you want to find you necessarily agree with what

jane told you or do you

at least come to their it's possible i don't know exactly so we're going to

talk about that like

and see how we can almost constant

bit of technology so those mismatches in the whole action verbs like to be used

to know all those of people would like to say and tell a these four

and with distinguishing between the parenthetical user but it's okay one predicate is not possible

of the discourse argument so when there is an on the alignment and on the

other hand the and attentional use of a t v so when the predicate is

included in the discourse segments so when there is no that the line

yes very important not all not all connectives are compatible with a session of alignment

for example we are cool lexicalising an explanation you can say that did not come

to the party because he was taking care of its good at you cannot instead

an evidential weight you cannot say predicting outcomes of partly because jane says he was

taken care

and the problem comes from the connective because you can do that with an implicit

relation you can say for a given that comes partly j said he was taking

care of is good

the problem comes from the connective blocking their the infinite shown in fig

so our we're going to mortars so as to the to kind of other we

also is that are distinguished by a high amount so on the one hand you

have sensible a direct orders so they show good syntactic integration tool a measure close

and they provide some time for local information on the intensity in the matrix

for example jane left of the written because you have an appointment this is a

sensible close according to like them

on the other hand you have paris for and the realtors as they are much

less into were integrated to the matrix level and that's function is more to structure

the discourse so they can express concession or some but one relation for interpretation of

the matrix roles for example in eight

fragile estimates for less the rest and even though here not finished eating so you've

got some the concession this is a powerful and real close to record

so she wants many differences in syntax-semantics probability and so on between those two kind

of data is that what we see that another different it was performed so that

are compatible with last year's while sensible one or not

so we already thing that in the previous example but

please consider you know and b goes

so you can you can have

the intangible like in nine so no mismatch for the case the policy

even though jane said he'd and should be one thing that you can have a

mismatch like in we fight change the party even though j said you hadn't finished

writing his research couple

but you can and do that we because so you can have to be like

in ten eight contains the partly because jane said she wanted to talk to him

but you cannot have any and then eventually likely to be fed into the partly

because james as he finished writing is research cable

so how could one expenses so well stream no i tell you audio that are

middle connective a considered and of course not to what i'm going to say that

in fact even conjunctions are not for the structure of the kind of selection mechanism

able syntax but with more the that i'm going to model as an unable to

the y about syntax

we couldn't better use examples of all useful so a connective sse

and so i don't want to postulate any syntactic n b greedy in this kind

of sentence that sentences so that the if there is a mismatch or not

the this syntactic structures same but there is this selection mechanism involved in with the

connective that will explain the different kind of interpretation

yes and obviously this selection mechanism always different constraints force and for every from all

sentences

those can find a

first

a discourse arguments must have been introduced by the corresponding syntactic argument but you cannot

select

anything like when you're discourse connective you need to select something that is related to

you that syntactic arguments and a central connective cannot they compose a closed headed by

a navy so that you to access the report but to parry for one can

so with us to a constraint you can really account for the data we would

seen that before

but a in addition are considered as a something that is related to sequences of

conjunctions

a congestion one b conjunction juicy but i'm not going to dwell

yes so i'm going to implement that it is now i mean in a formal

system called a continuation semantics so it's based on lambda calculus it has been used

to model the syntax-semantics interface and

also some aspects of the semantics pragmatics interface and that's the kind of it we're

going to use right now

so and you are then used to model f one for nominal for

so in well you got a very standard high priced for proper noun like jane

is a function with an argument pete's and individual predicate and j just take that

these two of the consulting

now for context sensitive

so like of the pronoun she

you need some expected the context arguments

and now p is not true of any specific constant a viable it's true and

individual that has to be retrieved from the context

you think what people selection function

and in this case the output context use the same every

for a predefined expressions such as cats

what happened these we introduced by a factor the cat is to this

and we aren't information that x is a cat in the context so it can

be this information is from might be relevant for subsequent enough

i don't and the context c

is transmitted from sentence to sentence for this the discourse of the operator

a very simple example she's with things that we wish additionally get something like that

well

it's quite funny or just

the individual corresponding to she in the complexity

i think on the whole this proposition

so we're going to we use this model of anaphoric expressions of to model the

behaviours discourse connectives to do that's it we're going to add the basic type woman

from the for propositional reference so that matters the different from the g the choose

volume type

because these markers are going to be the arguments of discourse relation

so i consider any sentence describe a propositional market that is given as argument but

can also introduce watermark as for example when there is a number that roles

and so now he's we think is something like that you get this condition e

liable all the proposition law and what happens is based at that

i e is a proposition that use this thing and

and of course because propositions control we need a true a pretty eight that just

a tad bit hes an argument denotes a superposition

is somehow the discourse update it looks like that so what how do you continue

to discourse d with the new sentence s

so what's encountered here but we introduce a new proposition along with played that this

proposition one denotes the true population and that without recognition of s

given this the potential market

for and maybe such a thing

what is important in the we introduce a positional marker you problem that for the

embedded everything that

e interpretation that s

things in prior and we start executing the and the embedded close given prime

we don't like that in practice true because

i think it does not give them so someone can think something that

now the last time

in the this pretty big channel for the because

so what's importantly we have to augment a and b for the two

very first oppositional a quite a that is introduced and passed to the recognition and

then

a propositional a kiwi is introduced and passed to the application of me and then

the main property should he is described as an explanation holding between to do things

to augment that has to be selected

and so you got for instance this term select an appropriate propositional markets in the

context the system

that is really do not have to satisfy the three constrain the this section six

and seven see for a central

a connective so they it needs to satisfy the this we construct a for a

note that connect points and although it's gonna be very similar

the only difference

is going to be the lexicalized discourse relation and the selection function is gonna be

this cell speech section function

that is satisfied only to constrain

so if we consider the sentence print came to the party although jane things will

think what we get it this a big thing

so what happens is we expect that for k and this is okay

then

again

in trying to be a prime

he is think

and we have a conversation between holding between those two times

and in this particular case there is only one

a positional marker related to a in this context so the first argument is going

to be necessarily the case for making the possible

but for this argument

there is actually to a different position long as related to me satisfying the three

that the constraint you have

maybe so anything that was sick and it prior

is applied

which is only a few was so it is but two possibilities are available and

based on the world knowledge this lp algorithm will be able to decide that the

correct one is just a in primes

not all there is less than that with since like you so french state on

because j if you will see

in this case

instead of lp you will have to see so about satisfying different constraint and the

only possibility for those of an argument you think you primes a little or jane

think you will see and in this case it it's and natural interpretation

so we can explain

one

this is correct and this is not

yes

us a lot about this mapping consequences that i mentioned so if we think they

consider a some very elite the actual so before and there exist the true confession

holding between two proposition then the to proposition must be true

if we do that's we get just from where jennifer actually information

this by dollars in mimo

but if we decide to slightly change that sounds for the connective so that they

introduced hedge relations when then selecting the structural argument

we get the interpretation proposed by hands and eyes

so what have been done so we found that the distinction between a parenthetical and

parenthetical you deserve at this is explained in terms of discourse unfolds and that the

distinction between sends one powerful conjunction include specific argument selection constraints of those is thoughtful

and we show that

the average height or discourse connectives can be implemented compositionally using continuation

thank you for your attention and please ask me any questions

so we have to mention that this is very theoretical work so i'm not trying

to actually implement the system that is going to do that because it relies on

like good syntactic analysis and it's very hard to get

and plus if you want to analyze the full discourse you need to have like

to affect syntactic analyses for all the sentences so that the and so it's

not

two days not practically doable but its aim of this work was to explain the

why some connectives a compatible with mismatches wine some not like more linguistic or not

well

so you can is selection function so you can plug any kind of algorithm you

want so probably something related to get the resulting system if you're improve the that's

use

so the competition like the conditional computational aspects are going to be related to what

kind of specific function you implement for this we can do you gotta you could

have a very basic heuristic or input other much texas

yes

so the thing is when

when you like the way it's and this kind of us a discourse on a

light in the literature and i will not have once you infer the explanation relation

you're kind of committing to the actual is a possibility of the other two something

in particular

so

but in this case you are not going to infer the explanation relation or you're

going to attribute this explanation to jane not to use all

actually it's less obvious when you have implicit discourse relation we could you can be

page could be attributed someone else but if we go back to example with for

example like a friend is lucky jane told me for example that he wanted the

last we like we last week it seems very hard to say that she

not an example was lying or so in this case you will kind of committing

i know if you use this kind of children you've prepositional phrases like a according

to j so they behave differently but they are really syntactically parenthetical and so you

can always i whose for any within a connective

yes

but there is there something we're going on when used according to jane because sometimes

it seems like the relation is actually needed to a the like you it the

whole the input the edge between phrase is coping of a discourse connective but sometimes

not it's

a bit more complex

i've been here sorry

and

no well

i know exactly like

what would be according to me difference is like the scoping relations

how it's going to scope of the discourse relation

which is

both because is syntactically complete very different so you expect that the scoping relations are

going to be different and that's probably what