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*Many of these slides are taken from or modified from the presentation by Joshi, Prasad, Webber : “Discourse Annotation Tutorial”, COLING/ACL, July 16, 2006

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Page 1: *Many of these slides are taken from or modified from the ...people.cs.pitt.edu/~swapna/cs3730Fall2008/PDTBclass-v5.pdf · Joshi, Prasad, Webber Discourse Annotation Tutorial, COLING/ACL,

*Many of these slides are taken from or modified from the presentation by Joshi, Prasad, Webber :

“Discourse Annotation Tutorial”, COLING/ACL, July 16, 2006

Page 2: *Many of these slides are taken from or modified from the ...people.cs.pitt.edu/~swapna/cs3730Fall2008/PDTBclass-v5.pdf · Joshi, Prasad, Webber Discourse Annotation Tutorial, COLING/ACL,

Discourse Relations

Relations between spans of text in the discourse (that are otherwise not directly related; relations between sentences)

Main Idea: Discourse connectives are predicates of binary discourse relations. I.e. Two spans of text (Abstract Objects or AO) are

related due to these discourse connectives.

.

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Discourse connectives are predicates of binary discourse relations.

Two spans of text (Abstract Objects or AO) are related due to these discourse connectives

John eats porridge, while Mary eats toast.

You’ve eaten your porridge every day this week. As a result I’m going to give you the iPod I promised you.

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Discourse Connectives A range of different words and phrases that link

together the content or purpose of adjacent textual spans.

Formal definition: Discourse connective is a word, phrase or pair of phrases whose interpretation conveys a semantic relationship between Abstract Objects(AO)

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Abstract Objects Abstract objects are things like propositions,

properties, states of affairs and facts.

They have no spatio-temporal location, no causal efficacy, and are not perceived by the senses.

Reference to Abstract Objects in Discourse (Nicholas Asher 1993)

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EventualitiesEvents States Situations Facts DesiresPossibilities Propositions CommandsQuestionsFact−like Objects Proposition−like ObjectsActivities ProcessesAchievements Accomplishments

Abstract Objects (from Asher, 1993)

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The Penn Discourse Treebank (PDTB)(Other collaborators: Nikhil Dinesh, Alan Lee, Eleni Miltsakaki)

The PDTB aims to encode a large scale corpus with

Discourse relations and their Abstract Object arguments

Semantics of relations

Attribution of relations and their arguments.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 8

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Corpus and Annotation Representation Wall Street Journal

• 2304 articles, ~1M words

Annotations record

• the text spans of connectives and their arguments

• features encoding the semantic classification of connectives, and attribution of connectives and their arguments.

While annotations are carried out directly on WSJ raw texts, text spans of connectives and arguments are represented as stand-off, i.e., as

• their character offsets in the WSJ raw files.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 9

Page 10: *Many of these slides are taken from or modified from the ...people.cs.pitt.edu/~swapna/cs3730Fall2008/PDTBclass-v5.pdf · Joshi, Prasad, Webber Discourse Annotation Tutorial, COLING/ACL,

The Penn Discourse Treebank (PDTB)(Other collaborators: Nikhil Dinesh, Alan Lee, Eleni Miltsakaki)

The PDTB aims to encode a large scale corpus with

Discourse relations and their Abstract Object arguments

Semantics of relations

Attribution of relations and their arguments.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 10

Page 11: *Many of these slides are taken from or modified from the ...people.cs.pitt.edu/~swapna/cs3730Fall2008/PDTBclass-v5.pdf · Joshi, Prasad, Webber Discourse Annotation Tutorial, COLING/ACL,

Explicit Explicit connective text span can be annotated John eats porridge, while Mary eats toast.

Implicit Relationship between text spans (sentences/ clauses) is

implicit. There are no explicit connectives, and hence these are inserted by the annotators

The $6 billion that some 40 companies are looking to raise in the year ending March 31 compares with only $2.7 billion raised on the capital market in the previous fiscal year. In fiscal 1984 before Mr. Gandhi came to power, only $810 million was raised.

Discourse relations (anchored at discourse connectives)

Implicit : In contrast

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Explicit ConnectivesExplicit connectives are the lexical items that trigger discourse

relations.

Subordinating conjunctions (e.g., when, because, although, etc.) The federal government suspended sales of U.S. savings bonds

because Congress hasn't lifted the ceiling on government debt.

Coordinating conjunctions (e.g., and, or, so, nor, etc.) The subject will be written into the plots of prime-time shows,

and viewers will be given a 900 number to call.

Discourse adverbials (e.g., then, however, as a result, etc.) In the past, the socialist policies of the government strictly

limited the size of … industrial concerns to conserve resources and restrict the profits businessmen could make. As a result, industry operated out of small, expensive, highly inefficient industrial units.

Only 2 AO arguments, labeled Arg1 and Arg2 Arg2: clause with which connective is syntactically associated Arg1: the other argument

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 12

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Identifying Explicit ConnectivesExplicit connectives are annotated by

Identifying the expressions by RegEx search over the raw text

Filtering them to reject ones that don’t function as discourse connectives.

Primary criterion for filtering: Arguments must denote Abstract Objects.

The following are rejected because the AO criterion is not met

Dr. Talcott led a team of researchers from the National Cancer Institute and the medical schools of Harvard University and Boston University.

Equitable of Iowa Cos., Des Moines, had been seeking a buyer for the 36-store Younkers chain since June, when it announced its intention to free up capital to expand its insurance business.

These mainly involved such areas as materials -- advanced soldering machines, for example -- and medical developments derived from experimentation in space, such as artificial blood vessels.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 13

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Modified ConnectivesConnectives can be modified by adverbs and focus particles:

That power can sometimes be abused, (particularly) since jurists in smaller jurisdictions operate without many of the restraints that serve as corrective measures in urban areas.

You can do all this (even) if you're not a reporter or a researcher or a scholar or a member of Congress.

Initially identified connective (since, if) is extended to include modifiers.

Each annotation token includes both head and modifier (e.g., even if).

Each token has its head as a feature (e.g., if)

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 14

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Parallel ConnectivesPaired connectives take the same arguments:

On the one hand, Mr. Front says, it would be misguided to sell into "a classic panic." On the other hand, it's not necessarily a good time to jump in and buy.

Either sign new long-term commitments to buy future episodesor risk losing "Cosby" to a competitor.

Treated as complex connectives – annotated discontinuously

Listed as distinct types (no head-modifier relation)

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 15

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Parallel ConnectivesPaired connectives take the same arguments:

On the one hand, Mr. Front says, it would be misguided to sell into "a classic panic." On the other hand, it's not necessarily a good time to jump in and buy.

Either sign new long-term commitments to buy future episodesor risk losing "Cosby" to a competitor.

Treated as complex connectives – annotated discontinuously

Listed as distinct types (no head-modifier relation)

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 16

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Complex ConnectivesMultiple relations can sometimes be expressed as a conjunction

of connectives:

When and if the trust runs out of cash -- which seems increasingly likely -- it will need to convert its Manville stock to cash.

Hoylake dropped its initial #13.35 billion ($20.71 billion) takeover bid after it received the extension, but said it would launch a new bid if and when the proposed sale of Farmers to Axa receives regulatory approval.

Treated as complex connectives

Listed as distinct types (no head-modifier relation)

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 17

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Argument Labels and Linear Order Arg2 is the sentence/clause with which connective is syntactically

associated. Arg1 is the other argument.

No constraints on relative order. Discontinuous annotation is allowed.

• Linear: The federal government suspended sales of U.S. savings bonds

because Congress hasn't lifted the ceiling on government debt.

• Interposed: Most oil companies, when they set exploration and production

budgets for this year, forecast revenue of $15 for each barrel of crude produced.

The chief culprits, he says, are big companies and business groups that buy huge amounts of land "not for their corporate use, but for resale at huge profit." … The Ministry of Finance, as a result, has proposed a series of measures that would restrict business investment in real estate even more tightly than restrictions aimed at individuals.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 18

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Location of Arg1 Same sentence as Arg2:

The federal government suspended sales of U.S. savings bonds becauseCongress hasn't lifted the ceiling on government debt.

Sentence immediately previous to Arg2: Why do local real-estate markets overreact to regional economic

cycles? Because real-estate purchases and leases are such major long-term commitments that most companies and individuals make these decisions only when confident of future economic stability and growth.

Previous sentence non-contiguous to Arg2 : Mr. Robinson … said Plant Genetic's success in creating genetically

engineered male steriles doesn't automatically mean it would be simple to create hybrids in all crops. That's because pollination, while easy in corn because the carrier is wind, is more complex and involves insects as carriers in crops such as cotton. "It's one thing to say you can sterilize, and another to then successfully pollinate the plant," he said. Nevertheless, he said, he is negotiating with Plant Genetic to acquire the technology to try breeding hybrid cotton.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 19

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Types of Arguments

Simplest syntactic realization of an Abstract Object argument is:• A clause, tensed or non-tensed, or ellipsed.

The clause can be a matrix, complement, coordinate, or subordinate clause.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 20

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Multiple Clauses: Minimality Principle Any number of clauses can be selected as arguments:

Here in this new center for Japanese assembly plants just across the border from San Diego, turnover is dizzying, infrastructure shoddy, bureaucracy intense. Even after-hours drag; "karaoke" bars, where Japanese revelers sing over recorded music, are prohibited by Mexico's powerful musicians union. Still, 20 Japanese companies, including giants such as Sanyo Industries Corp., Matsushita Electronics Components Corp. and Sony Corp. have set up shop in the state of Northern Baja California.

But, the selection is constrained by a Minimality Principle:

Only as many clauses and/or sentences should be included as are minimally required for interpreting the relation. Any other span of text that is perceived to be relevant (but not necessary) should be annotated as supplementary information:

Sup1 for material supplementary to Arg1 Sup2 for material supplementary to Arg2

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 21

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Implicit ConnectivesWhen there is no Explicit connective present to relate adjacent sentences, it may

be possible to infer a discourse relation between them due to adjacency.

Some have raised their cash positions to record levels. Implicit=because (causal) High cash positions help buffer a fund when the market falls.

The projects already under construction will increase Las Vegas's supply of hotel rooms by 11,795, or nearly 20%, to 75,500. Implicit=so (consequence) By a rule of thumb of 1.5 new jobs for each new hotel room, Clark County will have nearly 18,000 new jobs.

Such discourse relations are annotated by inserting an “Implicit connective” that “best” captures the relation.

Sentence delimiters are: period, semi-colon, colon

Left character offset of Arg2 is “placeholder” for these implicit connectives.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 22

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Implicit ConnectivesWhen there is no Explicit connective present to relate adjacent sentences, it may

be possible to infer a discourse relation between them due to adjacency.

Some have raised their cash positions to record levels. Implicit=because (causal) High cash positions help buffer a fund when the market falls.

The projects already under construction will increase Las Vegas's supply of hotel rooms by 11,795, or nearly 20%, to 75,500. Implicit=so (consequence) By a rule of thumb of 1.5 new jobs for each new hotel room, Clark County will have nearly 18,000 new jobs.

Such discourse relations are annotated by inserting an “Implicit connective” that “best” captures the relation.

Sentence delimiters are: period, semi-colon, colon

Left character offset of Arg2 is “placeholder” for these implicit connectives.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 23

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Multiple Implicit Connectives Where multiple connectives can be inserted between

adjacent sentences (arguments), all of them are annotated:

The small, wiry Mr. Morishita comes across as an outspoken man of the world. Stretching his arms in his silky white shirt and squeaking his black shoes, he lectures a visitor about the way to sell American real estate and boasts about his friendship with Margaret Thatcher's son.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 24

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Multiple Implicit Connectives Where multiple connectives can be inserted between

adjacent sentences (arguments), all of them are annotated:

The small, wiry Mr. Morishita comes across as an outspoken man of the world. Implicit=when for example (temporal, exemplification) Stretching his arms in his silky white shirt and squeaking his black shoes, he lectures a visitor about the way to sell American real estate and boasts about his friendship with Margaret Thatcher's son.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 25

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Multiple Implicit Connectives Where multiple connectives can be inserted between

adjacent sentences (arguments), all of them are annotated:

The third principal in the South Gardens adventure did have garden experience. The firm of Bruce Kelly/David Varnell Landscape Architects had created Central Park's Strawberry Fields and Shakespeare Garden.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 26

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Multiple Implicit Connectives Where multiple connectives can be inserted between

adjacent sentences (arguments), all of them are annotated:

The third principal in the South Gardens adventure did have garden experience. Implicit=since for example (causal, exemplification) The firm of Bruce Kelly/David Varnell Landscape Architects had created Central Park's Strawberry Fields and Shakespeare Garden.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 27

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Where Implicit Connectives are Not Yet Annotated Across paragraphs

• All the sentences in the second paragraph provide an Explanation for the claim in the last sentence of the first paragraph. It is possible to insert a connective like because to express this relation.

The Sept. 25 "Tracking Travel" column advises readers to "Charge With Caution When Traveling Abroad" because credit-card companies charge 1% to convert foreign-currency expenditures into dollars. In fact, this is the best bargain available to someone traveling abroad.

In contrast to the 1% conversion fee charged by Visa, foreign-currency dealers routinely charge 7% or more to convert U.S. dollars into foreign currency. On top of this, the traveler who converts his dollars into foreign currency before the trip starts will lose interest from the day of conversion. At the end of the trip, any unspent foreign exchange will have to be converted back into dollars, with another commission due.

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Where Implicit Connectives are Not Annotated Intra-sententially, e.g., between main clause and free adjunct:

(Consequence: so/thereby) Second, they channel monthly mortgage payments into semiannual payments, reducing the administrative burden on investors.

(Continuation: then) Mr. Cathcart says he has had "a lot of fun" at Kidder, adding the crack about his being a "tool-and-die man" never bothered him.

Implicit connectives in addition to explicit connectives: If at least one connective appears explicitly, any additional ones are not annotated:

(Consequence: so) On a level site you can provide a cross pitch to the entire slab by raising one side of the form, but for a 20-foot-wide drive this results in an awkward 5-inch slant. Instead, make the drive higher at the center.

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Extent of Arguments of Implicit Connectives Like the arguments of Explicit connectives, arguments of

Implicit connectives can be sentential, sub-sentential, multi-clausal or multi-sentential:

Legal controversies in America have a way of assuming a symbolic significance far exceeding what is involved in the particular case. They speak volumes about the state of our society at a given moment. It has always been so. Implicit=for example (exemplification) In the 1920s, a young schoolteacher, John T. Scopes, volunteered to be a guinea pig in a test case sponsored by the American Civil Liberties Union to challenge a ban on the teaching of evolution imposed by the Tennessee Legislature. The result was a world-famous trial exposing profound cultural conflicts in American life between the "smart set," whose spokesman was H.L. Mencken, and the religious fundamentalists, whom Mencken derided as benighted primitives. Few now recall the actual outcome: Scopes was convicted and fined $100, and his conviction was reversed on appeal because the fine was excessive under Tennessee law.

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Non-insertability of Implicit ConnectivesThere are three types of cases where Implicit connectives

cannot be inserted between adjacent sentences.

AltLex: A discourse relation is inferred, but insertion of an Implicit connective leads to redundancy because the relation is Alternatively Lexicalized by some non-connective expression:

Ms. Bartlett's previous work, which earned her an international reputation in the non-horticultural art world, often took gardens as its nominal subject. AltLex = (consequence) Mayhap this metaphorical connection made the BPC Fine Arts Committee think she had a literal green thumb.

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Non-insertability of Implicit Connectives EntRel: the coherence is due to an entity-based relation.

Hale Milgrim, 41 years old, senior vice president, marketing at Elecktra Entertainment Inc., was named president of Capitol Records Inc., a unit of this entertainment concern. EntRel Mr. Milgrim succeeds David Berman, who resigned last month.

NoRel: Neither discourse nor entity-based relation is inferred.

Jacobs is an international engineering and construction concern. NoRel Total capital investment at the site could be as much as $400 million, according to Intel.

Since EntRel and NoRel do not express discourse relations, no semantic classification is provided for them.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 32

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The Penn Discourse Treebank (PDTB)(Other collaborators: Nikhil Dinesh, Alan Lee, Eleni Miltsakaki)

The PDTB aims to encode a large scale corpus with

Discourse relations and their Abstract Object arguments

Semantics of relations

Attribution of relations and their arguments.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 33

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Attribution

Attribution captures the relation of “ownership” between agents and Abstract Objects.

But it is not a discourse relation!

Attribution is annotated in the PDTB to capture:

(1) How discourse relations and their arguments can be attributed to different individuals:

When Mr. Green won a $240,000 verdict in a land condemnation case against the state in June 1983, [he says] Judge O’Kicki unexpectedly awarded him an additional $100,000.

Relation and Arg2 are attributed to the Writer.Arg1 is attributed to another agent.

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Attribution(2) How syntactic and discourse arguments of connectives don’t

always align:

When referred to the questions that matched, he said it was coincidental.

Attribution constitutes main predication in Arg1 of the temporal relation.

When Mr. Green won a $240,000 verdict in a land condemnation case against the state in June 1983, [he says] Judge O’Kicki unexpectedly awarded him an additional $100,000.

Attribution is outside the scope of the temporal relation.

Attribution may or not be part of the syntactic arguments of connectives.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 35

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Attribution(3) The type of the Abstract Object

(4) How surface negated attributions can take narrow semantic scope over the attributed content – over the relation or over one of the arguments:

"Having the dividend increases is a supportive element in the market outlook, but [I don't think]it's a main consideration," [he says].

Arg2 for the Contrast relation: it’s not a main consideration

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Attribution FeaturesAttribution is annotated on relations and arguments, with three

features

Source: encodes the different agents to whom proposition is attributed Wr: Writer agent Ot: Other non-writer agent Inh: Used only for arguments; attribution inherited from relation

Factuality: encodes different types of Abstract Objects Fact: Assertions NonFact: Beliefs Null: Used only for arguments, when they have no explicit

attribution

Polarity: encodes when surface negated attribution interpreted lower Neg: Lowering negation Pos: No Lowering of negation

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Attribution Features (2007)Attribution is annotated on relations and arguments, with three features

Source: encodes the different agents to whom proposition is attributed Wr: Writer agent Ot: Other non-writer agent Inh: Used only for arguments; attribution inherited from relation Arb: Arbitrary individual(s) indicated via non-specific reference

Type: encodes different types of Abstract Objects Proposition AO:

Assertions (Verbs of Communication - say, mention …) Beliefs (Attitude verbs -- believe, think, expect …)

Fact AO: Evaluation towards or knowledge of a proposition whose truth is taken for granted. (Factive and semi-factive verbs – regret, know, forget …)

Eventuality AO: Control types of attribution (Verbs of influence – persuade, permit; Verbs of commitment – promise, agree, refuse; Verbs of (mental)orientation orientation – want, expect, wish)

(Scopal) Polarity: Neg: Interpretation of the connective requires the surface negation to take the

semantic scope over the lower argument. Null: No Lowering of negation

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 38

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 39

Since the British auto maker became a takeover target last month, its ADRs have jumped about 78%.

When Mr. Green won a $240,000 verdict in a land condemnation case against the state in June 1983, [he says] Judge O’Kicki unexpectedly awarded him an additional $100,000.

Rel Arg1 Arg2

Source Wr Inh Inh

Factuality Fact Null Null

Polarity Pos Pos Pos

Rel Arg1 Arg2

Source

Factuality Fact Fact Null

Polarity Pos Pos Pos

Attribution Features: Examples

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 40

Since the British auto maker became a takeover target last month, its ADRs have jumped about 78%.

When Mr. Green won a $240,000 verdict in a land condemnation case against the state in June 1983, [he says] Judge O’Kicki unexpectedly awarded him an additional $100,000.

Rel Arg1 Arg2

Source Wr Inh Inh

Factuality Fact Null Null

Polarity Pos Pos Pos

Rel Arg1 Arg2

Source Wr Ot Inh

Factuality Fact Fact Null

Polarity Pos Pos Pos

Attribution Features: Examples

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 41

Attribution Features: Examples

The public is buying the market when in reality there is plenty of grain to be shipped," said Bill Biedermann, Allendale Inc. research director.

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 42

Attribution Features: Examples

Rel Arg1 Arg2

Source

Factuality

Polarity

The public is buying the market when in reality there is plenty of grain to be

shipped," [said Bill Biedermann, Allendale Inc. research director].

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 43

Attribution Features: Examples

Rel Arg1 Arg2

Source Ot Inh Inh

Factuality Fact Null Null

Polarity Pos Pos Pos

The public is buying the market when in reality there is plenty of grain to be

shipped," [said Bill Biedermann, Allendale Inc. research director].

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 44

Mr. Marcus believes spot steel prices will continue to fall through early

1990 and then reverse themselves.

Attribution Features: Examples

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 45

[Mr. Marcus believes] spot steel prices will continue to fall through early

1990 and then reverse themselves.

Rel Arg1 Arg2

Source

Factuality

Polarity

Attribution Features: Examples

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Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 46

[Mr. Marcus believes] spot steel prices will continue to fall through early

1990 and then reverse themselves.

Rel Arg1 Arg2

Source Ot Inh Inh

Factuality NonFact Null Null

Polarity Pos Pos Pos

Attribution Features: Examples

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Attribution Features: Examples

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 47

"Having the dividend increases is a supportive element in the market

outlook, but [I don't think] it's a main consideration," [he says].

Rel Arg1 Arg2

Source

Factuality

Polarity

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Attribution Features: Examples

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 48

"Having the dividend increases is a supportive element in the market

outlook, but [I don't think] it's a main consideration," [he says].

Rel Arg1 Arg2

Source Ot Inh Ot

Factuality Fact Null NonFact

Polarity Pos Pos Neg

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The Penn Discourse Treebank (PDTB)(Other collaborators: Nikhil Dinesh, Alan Lee, Eleni Miltsakaki)

The PDTB aims to encode a large scale corpus with

Discourse relations and their Abstract Object arguments

Semantics of relations

Attribution of relations and their arguments.

Joshi, Prasad, WebberDiscourse Annotation Tutorial, COLING/ACL, July 16, 2006 49

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Semantics of Relation The discourse relations are annotated with sense tags.

Sense tags provide a semantic description of the relation between the arguments of connectives.

Discourse connectives can have more than one sense.

When the annotators identify more than one simultaneous interpretation, multiple sense tags are provided.

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Class TEMPORALWhen the connective indicates that situations described in

the arguments are related temporally

Asynchronous : Situations in Arg1 and Arg2 are ordered

precedence: situation in Arg1 precedes Arg2

succession: situation in Arg1 follows Arg2

Synchronous: Situations in Arg1 and Arg2 overlap

No matter who owns the PS of New Hampshire, after it emerges from bankruptcy proceedings its rates will be the highest in the nation, he said

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Class TEMPORALWhen the connective indicates that situations described in

the arguments are related temporally

Asynchronous : Situations in Arg1 and Arg2 are ordered

precedence: situation in Arg1 precedes Arg2

succession: situation in Arg1 follows Arg2

Synchronous: Situations in Arg1 and Arg2 overlap

No matter who owns the PS of New Hampshire, after it emerges from bankruptcy proceedings its rates will be the highest in the nation, he said

TEMPORAL: Asynchronous: succession

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Class CONTINGENCY

The connective indicates one of the situations in Arg1 and Arg2 causally influences the other.

Cause: connective indicates that the situations in Arg1 and Arg2 are causally influenced and the 2 are not in a conditional relation reason: Arg2 = cause, Arg1= effect result: Arg2 = effect, Arg1= cause

Pragmatic Cause: Justification: Arg1= claim, Arg2= justification for the claim

(There is no causal relation between the 2 situations)

In addition, its machines are typically easier to operate, so customers require less assistance from software

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Class CONTINGENCY

The connective indicates one of the situations in Arg1 and Arg2 causally influences the other.

Cause: connective indicates that the situations in Arg1 and Arg2 are causally influenced and the 2 are not in a conditional relation reason: Arg2 = cause, Arg1= effect result: Arg2 = effect, Arg1= cause

Pragmatic Cause: Justification: Arg1= claim, Arg2= justification for the claim

(There is no causal relation between the 2 situations)

In addition, its machines are typically easier to operate, so customers require less assistance from software

CONTINGENCY: Cause: result

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Class CONTINGENCYThe connective indicates one of the situations in Arg1 and Arg2

causally influences the other. Condition: situation in Arg2 is the condition, and situation in

Arg1 is the consequence (i.e., the situation that holds when the condition is true. hypothetical: if Arg2 holds true, Arg1 is caused to hold at some

instant in all possible futures general: every time Arg2 holds true, Arg1 is also true factual present , factual past: Besides asserting the condition

between the 2 arguments, it also asserts that Arg2 holds true or is believed by someone to hold true.

unreal present , unreal past: Arg2 describes a condition that either does not hold, or is unlikely to hold

…Consumers who buy at this level are also more knowledgeable than they were a few years ago. They wont buy if the quality is not there

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Class CONTINGENCYThe connective indicates one of the situations in Arg1 and Arg2

causally influences the other. Condition: situation in Arg2 is the condition, and situation in

Arg1 is the consequence (i.e., the situation that holds when the condition is true. hypothetical: if Arg2 holds true, Arg1 is caused to hold at some

instant in all possible futures general: every time Arg2 holds true, Arg1 is also true factual present , factual past: Besides asserting the condition

between the 2 arguments, it also asserts that Arg2 holds true or is believed by someone to hold true.

unreal present , unreal past: Arg2 describes a condition that either does not hold, or is unlikely to hold

…Consumers who buy at this level are also more knowledgeable than they were a few years ago. They wont buy if the quality is not there

CONTINGENCY: Condition: general

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Class CONTINGENCY

The connective indicates one of the situations in Arg1 and Arg2 causally influences the other.

Pragmatic Condition: Cases of EXPLICIT if tokens with Arg1 and Arg2 not being causally related relevance: Arg2 provides the context in which the

description of the situation in Arg1 is relevant. If you are thirsty, there is beer in the fridge

implicit assertion: rhetorical uses of if-constructions when the interpretation of the conditional construction is actually an implicit assertion If you want to keep the crime rates high, O’Connor is

your man

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Class COMPARISONThe connective indicates that a discourse relation is

established between Arg1 and Arg2 in order to highlight prominent differences between the 2 situations

Contrast: applies when the connective indicates that Arg1 and Arg2 share a predicate or proposition and the difference is highlighted with respect to the values assigned to the shared property juxtaposition: values assigned to the shared property are

taken to be alternatives John paid $5 but Mary paid $10

opposition: values assigned to the shared property are the extremes of a gradable scale Mary is black whereas John is white

? Mary bought a black hat whereas John bought a white one

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Class COMPARISONThe connective indicates that a discourse relation is established

between Arg1 and Arg2 in order to highlight prominent differences between the 2 situations

Pragmatic Contrast: The contrast is not between situations is Arg1 and Arg2; instead, the contrast is between the one of the arguments and an inference that can be drawn from the other.

“It’s just sort of a one-upsmanship thing with some people,” added Larry Shapiro. “They like to talk about having the new Red Rock Terrace one of Diamond Creek’s Cabernets or the Dunn 1985 Cabernet, or the Petrus. Producers have seen this market opening up and they’re now creating wines that appeal to these people.” That explains why the number of these wines is expanding so rapidly. But consumers who buy at this level are also more knowledgeable than they were a few years ago.

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Class COMPARISONThe connective indicates that a discourse relation is established between

Arg1 and Arg2 in order to highlight prominent differences between the 2 situations

Concession: One argument denotes a fact that triggers a set of potential consequences, while the other denies one or more of them. expectation: Arg2 creates an expectation that Arg1 denies

contra-expectation: Arg1 creates an expectation that Arg2 denies

The Texas oilman has acquired a 26.2% stake valued at more than $1.2 billion in an automotive-lighting company, Koito Manufacturing Co. But he has failed to gain any influence at the company.

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Class COMPARISONThe connective indicates that a discourse relation is established between

Arg1 and Arg2 in order to highlight prominent differences between the 2 situations

Concession: One argument denotes a fact that triggers a set of potential consequences, while the other denies one or more of them. expectation: Arg2 creates an expectation that Arg1 denies

contra-expectation: Arg1 creates an expectation that Arg2 denies

The Texas oilman has acquired a 26.2% stake valued at more than $1.2 billion in an automotive-lighting company, Koito Manufacturing Co. But he has failed to gain any influence at the company.

COMPARISON: Concession: contra-expectation

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Class EXPANSIONCovers those relations which expand the discourse and move its

narrative or exposition forward.

Instantiation: Arg1 evokes a set and Arg2 describes it in further detail.

Restatement: semantics of Arg2 restates the semantics of Arg1

specification: Arg2 describes the situation described in Arg1 in more detail

generalization: Arg2 summarizes Arg1, or in some cases expresses a conclusion based on Arg1

equivalence: Arg1 and Arg2 describe the same situation from different perspectives

Chairman Krebs says the California pension fund is getting a bargain price that wouldn’t have been offered to others. In other words: The real estate has a higher value than the pending deal suggests.

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Class EXPANSIONCovers those relations which expand the discourse and move its

narrative or exposition forward.

Instantiation: Arg1 evokes a set and Arg2 describes it in further detail.

Restatement: semantics of Arg2 restates the semantics of Arg1

specification: Arg2 describes the situation described in Arg1 in more detail

generalization: Arg2 summarizes Arg1, or in some cases expresses a conclusion based on Arg1

equivalence: Arg1 and Arg2 describe the same situation from different perspectives

Chairman Krebs says the California pension fund is getting a bargain price that wouldn’t have been offered to others. In other words: The real estate has a higher value than the pending deal suggests.

EXPANSION:Restatement:equivalence

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Class EXPANSIONCovers those relations which expand the discourse and move its

narrative or exposition forward.

Instantiation: Arg1 evokes a set and Arg2 describes it in further detail.

Restatement: semantics of Arg2 restates the semantics of Arg1

specification: Arg2 describes the situation described in Arg1 in more detail

generalization: Arg2 summarizes Arg1, or in some cases expresses a conclusion based on Arg1

equivalence: Arg1 and Arg2 describe the same situation from different perspectives

He says he spent $300 million on his art business this year. A week ago, his gallery racked up a $23 million tab at a Sotheby’s auction in New York buying seven works, including a Picasso.

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Class EXPANSIONCovers those relations which expand the discourse and move its

narrative or exposition forward.

Instantiation: Arg1 evokes a set and Arg2 describes it in further detail.

Restatement: semantics of Arg2 restates the semantics of Arg1

specification: Arg2 describes the situation described in Arg1 in more detail

generalization: Arg2 summarizes Arg1, or in some cases expresses a conclusion based on Arg1

equivalence: Arg1 and Arg2 describe the same situation from different perspectives

He says he spent $300 million on his art business this year. A week ago, his gallery racked up a $23 million tab at a Sotheby’s auction in New York buying seven works, including a Picasso.

Implicit = in particular

EXPANSION:Instantiation

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Class EXPANSIONCovers those relations which expand the discourse and move its

narrative or exposition forward.

Alternative: the connective indicates that its two arguments denote alternative situations.

conjunctive: both alternatives hold or are possible disjunctive: two situations are evoked in the discourse but only one of them

holds

chosen alternative: two alternatives are evoked in the discourse but only one is taken

Under current rules, even when a network fares well with a 100%-owned series – ABC, for example, made a killing in broadcasting its popular crime/comedy “Moonlighting” — it isn’t allowed to share in the continuing proceeds when the reruns are sold to local stations. Instead, ABC will have to sell off the rights for a one-time fee.

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Class EXPANSIONCovers those relations which expand the discourse and move its

narrative or exposition forward.

Alternative: the connective indicates that its two arguments denote alternative situations.

conjunctive: both alternatives hold or are possible disjunctive: two situations are evoked in the discourse but only one of them

holds

chosen alternative: two alternatives are evoked in the discourse but only one is taken

Under current rules, even when a network fares well with a 100%-owned series – ABC, for example, made a killing in broadcasting its popular crime/comedy “Moonlighting” — it isn’t allowed to share in the continuing proceeds when the reruns are sold to local stations. Instead, ABC will have to sell off the rights for a one-time fee.

EXPANSION: Alternative: chosen alternative

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Class EXPANSIONCovers those relations which expand the discourse and move its narrative

or exposition forward.

Exception: Arg2 specifies an exception to the generalization specified by Arg1

Conjunction: the situation described in Arg2 provides additional, discourse new, information that is related to the situation described in Arg1, but is not related to Arg1 in any of the ways described for other types of “EXPANSION”

List: Arg1 and Arg2 are members of a list, defined in the prior discourse. “List” does not require the situations specified in Arg1 and Arg2 to be directly related

Boston Co. officials declined to comment on Moody’s action on the unit’s financial performance this year except to deny a published report that outside accountants had discovered evidence of significant accounting errors in the first three quarters’ results.

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Class EXPANSIONCovers those relations which expand the discourse and move its narrative

or exposition forward.

Exception: Arg2 specifies an exception to the generalization specified by Arg1

Conjunction: the situation described in Arg2 provides additional, discourse new, information that is related to the situation described in Arg1, but is not related to Arg1 in any of the ways described for other types of “EXPANSION”

List: Arg1 and Arg2 are members of a list, defined in the prior discourse. “List” does not require the situations specified in Arg1 and Arg2 to be directly related

Boston Co. officials declined to comment on Moody’s action on the unit’s financial performance this year except to deny a published report that outside accountants had discovered evidence of significant accounting errors in the first three quarters’ results.

EXPANSION: :Exception