<<

Annotating the Interaction between Focus and Modality: the case of exclusive particles

Amália Mendes*, Iris Hendrickx*†, Agostinho Salgueiro*, Luciana Ávila*‡ * Centro de Linguística da Universidade de Lisboa † Center for Studies, Radboud University Nijmegen ‡ PosLin-Universidade Federal de Minas Gerais / Capes {amalia.mendes,iris}@clul.ul.pt, [email protected], [email protected]

Abstract dality), he might be obliged or allowed to do it (), or he wants or fears it (voli- We discuss in this paper a proposal to inte- tive modality). Frequently, several modal expres- grate the annotation of contexts with focus- sions interact to compose the overall modal sensitive expressions (namely the Portu- meaning of the sentence. Non modal elements guese exclusive adverb só ‘only’) in a mo- can also directly influence the modality type and dality scheme. We describe some properties alter the meaning of the sentence. One such ele- of contexts involving both exclusive parti- ment, rather well studied, is the marker cles and modal triggers and discuss how to integrate this with an existing annotation (Morante, 2010; Morante and Sporleder, 2012). scheme implemented for European Portu- In this paper however we discuss the element guese. We present the results of the applica- focus, taken as a means to “give prominence to tion of this annotation scheme to a sample meaning-bearing elements in an expression.” of 100 sentences. (Krifka, 1995:240). The prominent constituent is called the focus, while the notion is called the background. We are especially con- 1 Introduction cerned with the interaction between modality and Modality in language has been studied extensive- a subtype of focus-sensitive expressions named ly (see Portner (2009) for an overview). In recent exclusive particles (Beaver and Clark, 2008), years, the study of modality has been associated and, for the purposes of this paper, we will center with a trend in Information Extraction applica- our discussion on the adverb só ‘only’. tions that aim to identify personal opinions in Our goal is to study closely how exclusive sentiment analysis and opinion mining (Wiebe et particles and alter the modal meaning of al., 2005), to identify events which are factual, the sentence. By performing a systematic annota- probable or uncertain, as well as speculation and tion of these interactions in examples drawn negation. This trend has lead to the development from a large corpus we better comprehend the of several practical annotation schemes for mo- role that these particles play and the different dality (Sauri et al., 2006; Szarvas et al., 2008; type of effects that exclusive particles can have. Baker et al., 2010, Matsuyoshi et al., 2010). Most annotation schemes for modality focus Most of these annotation schemes focus on the on English but resources are now being devel- annotation of modal elements like modal verbs oped for other including Portuguese. or adverbs, but in the present study we go one Hendrickx et al. (2012b) have previously devel- step deeper and discuss the complex interaction oped an annotation scheme for European Portu- between modality and focus in Portuguese. Our guese and applied it to a corpus of 2000 notion of modality focuses on the expression of sentences. Ávila & Mello (2013) presented an the opinion and attitude of the speaker or the annotation scheme for Brazilian Portuguese towards the (Palmer, 1986). speech data, applied to information units. Here This attitude or opinion towards a state or event we look at the interaction between focus- can assume diverse values. For example, the sensitive adverbs and modality and discuss how speaker (or ) may consider something to to integrate these findings in the annotation be possible, probable or certain (epistemic mo- scheme of Hendrickx et al. (2012a).

228 Proceedings of the 7th Linguistic Annotation Workshop & Interoperability with , pages 228–237, Sofia, Bulgaria, August 8-9, 2013. c 2013 Association for Computational Linguistics The structure of the paper is as follows. In sec- ri et al., 2006) also determine the relation be- tion 2, we review related work in the field of tween sentences in text, identifying temporal and modality, its annotation in texts, focus-sensitive conditional relations between events or the eval- expressions and the of the exclusives. uation of the degree of relevance of some infor- The discussion of the specific contexts with ad- mation within a text, rather than classifying verb só and a modality trigger is presented in modal values. section 3. We analyze the interaction between Rooth (1992) claims that the effects of focus triggers and this specific adverb, focusing on the on semantics can be said to be the introduction of of the adverb and its influence over the a set of alternatives that contrasts with the ordi- modal value of the sentence. In section 4.1, we nary semantic meaning of a sentence and that briefly summarize the annotation scheme for there are lexical items and construction specific- modality in Portuguese developed by Hendrickx rules that refer directly to the notion of focus. et al. (2012a). We then demonstrate the imple- The phenomenon of focalization is taken to be a mentation of our findings about adverb só in this grammatical that semantically conveys (i) annotation scheme in section 4.2. We discuss the newness/information update; (ii) answering the results of the annotation of a sample of 100 sen- ‘current question’; (iii) ; (iv) invocation tences in 4.3 and conclude in section 5. of alternatives. In terms of semantic annotation, Matsuyoshi et al. (2010) propose an annotation 2 Related work scheme for representing extended modality of event mentions in Japanese. This scheme in- The literature on modality proposes different cludes seven components among them the Focus, typologies. In linguistics, most modal systems which represents the focus of negation, inference are based on the contrast between epistemic and or interrogative. deontic modality. While the epistemic value is There are no works on the annotation of focus stable across typologies, the other values that are and its relation with modality in Portuguese, in contrasted with it vary considerably. Some pro- any of its variants. This is an attempt to put the posals distinguish between epistemic, partici- two notions together and propose a scheme that pant-internal and participant-external modality describes the scope of exclusive particles and its (Van der Auwera and Plungian, 1998), or be- impact on the meaning of the expressed modali- tween epistemic, speaker-oriented modality and ty. agent-oriented modality (Bybee et al., 1994). Other values generally considered are, for exam- 3 Interaction between adverbs and ple, , related to the notions of will, hope modal value and wish; evaluation, concerning the speaker’s evaluation of facts and situations; and commis- In this section, we discuss in detail the possible sives, used by the speaker to express his com- interactions between the adverb só and modal mitment to make something happen (Palmer, expressions in the text. We extracted our exam- 1986). Although most of the literature is centered ples from the online search platform of the Cor- on verbal expressions of modality (mostly semi- pus de Referência do Português Contemporâneo auxiliary verbs like may, should, can), studies on (CRPC)1, a highly diverse corpus of 312 million adverbs and modality have also been carried out words covering a large variety of textual genres for English (cf. Hoye, 1997). and Portuguese varieties (Généreux et al., 2012). In the literature on practical corpus annotation The adverb só is considered a focus-sensitive of modality, the attention focuses on the distinc- particle (Beaver & Clark, 2008; Aloni et al., tion between factual and non-factual infor- 1999), defined as a word which semantics “in- mation, as many NLP applications need to know volves essential to the information what is presented as factual and certain and what structure of the sentence containing it” (Aloni et is presented as non-factual or probable. Opposed al., 1999:1). to the theoretical typologies of modality, these The meaning of only consists of asserting that schemes describe in detail which elements in the no proposition from the set of relevant contrasts text are actually involved in the expression of other than the one expressed is true (von Fintel, modality and their roles. These are the subject of 1994). The standard views on exclusive particles the modality (source) and the elements in its consider that “the position of focal accent identi- scope (target/scope/focus). Other schemes (Baker et al., 2010; Matsuyoshi et al., 2010; Sau- 1http://alfclul.clul.ul.pt/CQPweb/crpcweb23/index.php

229 fies the constituent associated with only” (Dryer, (4) Claro que só podem estar 7 jogadores em 1994:2). Dryer (1994) and Schwarzschild (1997), campo. ‘Obviously there can only be 7 on the other hand, assume that general principles players in the field.’ of discourse could explain focus-sensitivity. As these examples show, the exclusive parti- Exclusives can also downtone, by underlining cle is not necessarily contiguous to its focus. The the fact that this proposition “is not the strongest analysis of a sample of the occurrences of the that in principle might have been the case”, a exclusive só with a modal trigger in the CRPC function called Mirative (Beaver & Clark 2008: corpus shows that in most cases só has scope 250). over a specific constituent, rather than over the Constructions with exclusives involve a posi- full target of the modal trigger. tive and a negative component: the positive is There can be in the scope of the ex- called the prejacent and, in sentence (1a), it is clusive particle só in certain contexts. This is the equivalent to ‘he wants to go home’; the negative case when the focus can be interpreted as the full is called the universal and corresponds in (1a) to target of the modal trigger or as a specific con- ‘he does not want to do anything else’. stituent inside the target. We illustrate such cases (1) a. Ele só quer ir para casa. in sentence (5): this sentence can be interpreted ‘He only wants to go home.’ as ‘the only thing I’m capable of doing is to ask a metaphysical question’ or ‘the only question I’m b. As actividades de campanha eleitoral só capable of asking is a metaphysical one’. podem ser financiadas por subvenção es- tatal. (5) Só sou capaz de colocar ao Sr. Ministro uma ‘The activities of the election campaign questão metafísica. can only be financed by public funding.’ ‘I’m only capable of asking a metaphysical question to Mr. Minister.’ We will discuss in the following subsections some properties of constructions with exclusives However, in most contexts, there seems to be and modal triggers. one preferential interpretation, in spite of the un- derlying ambiguity. 3.1 Scope of the exclusive particle 3.2 From possibility to necessity Exclusives give prominence to a constituent in the sentence, called the focus. In sentence (1a), In contexts where the verb poder has an epistem- só has scope over the modal trigger (quer ic reading, the exclusive can restrict the set of ‘wants’) and its target (ir para casa ‘to go possibilities to the one presented in the sentence home’). The scope of só can also be a smaller (x and only x), as illustrated in (6). constituent inside the target. In (1b), só has scope (6) Isto só pode ter sido um acidente. over the by- (por subvenção estatal ‘by ‘This can only have been an accident’ public funding’), and in (2), over a temporal ad- junct. The adverb só could also occur immediate- By restricting the set of possible situations to ly before the temporal keeping the same one, the adverb leads to an overall reading of the focus reading as in (2) (só depois de construído o sentence as expressing epistemic necessity. Sen- novo palácio da justiça). tence (6) has indeed an equivalent modal mean- ing to (7) and to a double negative polarity (over (2) O presidente respondeu que tal só deverá the modal verb and over its target), as in (8). acontecer depois de construído o novo palá- cio da justiça. (7) Isto tem de ter sido um acidente. ‘The president answered that it should/can ‘It had to be an accident’ only happen after the new courthouse is (8) Isto não pode não ter sido um acidente. built.’ ‘It could not not have been an accident’ Two other possibilities are illustrated in (3) The scope of the focus-sensitive particle plays and (4): in (3), the focus is the subject tu ‘you’ an important role on whether an epistemic trigger and in (4) is the 7 ‘seven’: may be interpreted as having a necessity reading (3) Só tu eras capaz de fazer juntar tanta gente. or not (cf. 3.2). Contrary to (6), the interpretation ‘Only you could bring together so many of (9) is one of epistemic possibility, although people.’ the particle só is present. In this case, the particle has scope over a specific constituent, the tem-

230 poral adjunct, which establishes a condition over ular event out of a set of possible ones and (6) the modal trigger. But in (9b), without the tem- singles out one possibility as the only valid one, poral adjunct, the scope of só is coincident with affecting the truth-value of the set of alternatives the target of the modal trigger and the interpreta- considered. Sentence (10) denotes that this par- tion is one of necessity, as paraphrased by ‘the ticular event is more probable to be true than member of parliament MFL has to be right’. other alternatives. So, in this sentence the exclu- sive strengthens the value of this probability but (9) a. Ora, a Sr.ª Deputada MFL só pode ter does not establish it as a single one. It is conse- razão quando acertar nalguma previsão. quently a scalar use of the exclusive, in the sense ‘Well, the member of parliament MFL that there is an ordering of from may only be right when at least one of weaker to stronger. her forecasts turn out correct.’ b. Ora, a Sr.ª Deputada MFL só pode ter 3.3 Contexts where só is required razão. Contrary to sentences (6), where the adverb só ‘Well, the member of parliament MFL can be present or not (with effects on the inter- can only be right.’ pretation), in sentences like (11), with the same This restriction holds for stative targets, as in modal verb, the adverb is required. (9a), and also for eventive targets, although in (11) Sr. Deputado, só pode estar a brincar! this case the possibility or necessity reading is ‘Congressman, you must be kidding!’ also determined by the tense of the verbal predi- cate. The necessity reading is only associated to These are discursive contexts with a distinc- eventive targets temporally located in the past, tive consisting of a rising tone, marked and is not available, for example, in the sentence in writing by the punctuation. The modal inter- ele só pode ir ao cinema ‘he may only go to the pretation of (11) is one of epistemic necessity, as cinema’, where the target is temporally located in (6). However, the equivalent sentence without in the future. só is not acceptable (*Sr. Deputado, pode estar a It seems that when the target of the modal brincar! ‘Congressman, you can be kidding’). trigger is a state or a past event, the exclusive Contrary to (6), the speaker does not consider particle leads to a necessity reading instead of a that a set of possibilities exist, from which one is possibility reading, as long as the scope of só is singled out, but rather takes only into considera- the full target of the modal trigger and not a dif- tion the situation that the sentence denotes (to be ferent constituent. However, we need to assess kidding) and emphasizes it. these factors against more corpus data. 3.4 Só in ambiguous modal contexts If we compare (6) with a related declarative sentence (cf. isto foi um acidente ‘it was an acci- The presence of só can resolve ambiguity at the dent’), we see that the declarative has an asser- modal value level. For example, sentence (11a) tive value over the situation it denotes, while (6) might be interpreted as expressing a possibility establishes a set of possibilities and strongly as- or an internal capacity of the law itself. Howev- serts a single one, in what is considered by er, in sentence (12b), the presence of the adverb Moreira (2005) as a case of overmodalization. só blocks the participant internal reading. Sen- The verb dever ‘have to’ can occur in contexts tence (12b) does not mean that this is the only similar to (6), as exemplified in (10). However, property of the law but rather that it is inevitable the sentence with dever expresses the most prob- that it reduces injustice. It has the same necessity able event and does not entail an epistemic ne- value as (6). cessity reading, contrary to (6) with verb poder. (12) a. A nova lei pode reduzir a injustiça. (10) Isso só deve ter sido um acidente. ‘The new legislation can reduce injus- ‘This was probably only an accident’ tice’ b. A nova lei só pode reduzir a injustiça. In (10), the sentence merely states that this is ‘The new legislation can only reduce probably what happened. The fact that the neces- injustice’ sity reading does not arise from (10), contrary to (6), follows from the differences that exist be- 3.5 Weak alternative tween the possibility and the probability reading. The possibility reading in (6) denotes one partic- Besides highlighting one alternative, the exclu- sive particle can also mark this alternative as

231 weaker than expected. This is frequently the case 2005) annotation scheme for modality (Niren- with deontic modality, as illustrated in (13): the burg and McShane, 2008). process to participate is presented as surprisingly Seven main modal values are considered (ep- easy. istemic, deontic, participant-internal, volition, evaluation, effort and success), and several sub- (13) Para participar só tem de contactar a organi- values, based on the modality litterature, but also zação através dos telefones 96... ou 91... on studies focused on corpus annotation and in- ‘To participate, you only have to contact the formation extraction (e.g. (Palmer, 1986; van der organization through the phone numbers…’ Auwera and Plungian, 1998; Baker et al., 2010)). There are five sub-values for : 3.6 Contrastive value knowledge, belief, doubt, possibility and inter- The epistemic subvalues belief and knowledge rogative. Contexts traditionally considered of the are expressed by main verbs like achar ‘to be- modal type “evidentials” (i.e, supported by evi- lieve’ and saber ‘to know’. When the adverb só dence) are annotated as epistemic belief. Two occurs in these contexts, it has mainly a discur- subvalues are identified for deontic modality: sive function: it establishes a contrast with some- deontic obligation and deontic permission (this thing that was previously said in the includes what is sometimes considered partici- conversation. We exemplify such conversational pant-external modality, as in van der Auwera and contexts in (14): Plungian (1998)). Participant-internal modality is subdivided into necessity and capacity. Four oth- (14) A: Eu não acho que ele seja corrupto. er values are included: evaluation, volition and, ‘I don’t think he is corrupted’ following Baker et al. (2010), effort and success. B: Eu só sei que ele fez grandes depósitos The annotation scheme comprises several em offshores. components to be tagged: (a) the trigger, i.e, the ‘I only know that he made big deposits lexical element conveying the modal value – we in offshores’ choose to tag the smallest possible unit (noun, verb, etc.); (b) the target, expressed typically by The different contexts discussed in this section a clause and tagged maximally to include all rel- show that the interpretation of só with modal evant parts; (c) the source of the event mention trigger is complex and varies according to the (speaker or writer) and (d) the source of the mo- lexical trigger and its value, but also to the lin- dality (agent or experiencer), to distinguish be- guistic and to pragmatic factors. tween the person who is producing the sentence 4 Corpus Annotation with modal value and the person who is 'under- going' the modality. The trigger receives two In this section, we first report on the annotation attributes: Modal value (selection out of 13 pos- scheme previously implemented for Portuguese, sible values); and Polarity (positive or negative). in 4.1. We then discuss how to integrate our find- The polarity attribute regards the value of the ings regarding the adverb só ‘only’, in 4.2, and trigger and not of the full sentence. report on the results of the annotation of a sam- This scheme has been applied to the manual ple corpus in 4.3. annotation of a corpus sample of approximately 2000 sentences using the MMAX2 annotation 4.1 Annotation scheme for Portuguese software tool2 (Müller and Strube, 2006). Sen- The annotation scheme for Portuguese presented tences were extracted from the online search in Hendrickx et al. (2012a) follow a theoretical- platform of written corpus CRPC. ly-oriented perspective, but also addresses cer- 4.2 Annotation of contexts with the adverb tain modal values that are important for practical só applications in Information Extraction. The an- notation is not restricted to modal verbs and in- We will discuss in this subsection how to inte- stead covers several parts of speech with modal grate our findings regarding the exclusive adverb value: nouns, adjectives and adverbs. Tense, só in modal contexts into an annotation scheme. however, is not included, although it has an im- For this purpose, we revised the modality portant part in the modal interpretation of sen- scheme of Hendrickx et al. (2012b) to address tences. Also, only modal events are annotated, the annotation of focus-sensitive particles in not entities. The approach is very similar to the approach taken in the OntoSem (Mcshane et al., 2 http://mmax2.sourceforge.net/

232 modal contexts. Instead of considering focus as (16) Portanto, só temos de votar a proposta 525- an independent scheme, we treat it inside mo- C, do PSD. dality, inspired by the approach taken regarding ‘So, we only have to vote proposal 525-C, polarity. The existence of a focus-sensitive parti- of PSD.’ cle is marked with an attribute of the trigger Trigger: temos de called “focus”. This attribute has, for now, three Modal value: deontic_obligation possible values: none, exclusive, additive (for Focus: exclusive particles like também ‘also’). The list can be en- Focus cue: só larged in the future to address other categories of Focus scope: a proposta 525-C, do PSD focus-sensitive particles. The focus particle does Ambiguity: votar a proposta 525-C, do not typically have scope over the modal trigger, PSD but rather over other components of the modal scheme (like the target or the source of modali- When there are two consecutive modal trig- ty). However, we decided to mark focus infor- gers, we only give information on the focus- mation in the trigger component, inspired by the sensitive particle in the annotation of the first approach of Miwa et al. (2012), since we are trigger. For example, in (17), the first trigger considering it as the main element that subsumes (deverá) is annotated with features “focus” and the total information regarding the modal event. “focus cue”, and the modal set includes the “fo- The component “focus cue” was added to the cus scope” component. The second modal trigger modal scheme to identify the focus-sensitive par- (poder) is part of the target component of the ticle in the text. The scope of the focus-sensitive first trigger and is consequently under the scope particle is an important aspect to consider in the of its focus related features. annotation (cf. 3.1) and we decided to mark the (17) O plantel do Estrela da Amadora só deverá scope of the particle with an extra component poder voltar a contar com o guardião Tiago named “focus scope”. The “focus cue” and the durante a próxima semana. “focus scope” markables are linked to the trigger ‘The team of Estrela da Amadora shall only and, consequently, to the modal event. We illus- be able to count again on the goalkeeper Ti- trate in (15) the focus scope component of the ago during next week.’ annotation, as well as the features in the trigger component that are associated to the focus- In what concerns the necessity reading with sensitive particle. poder, we believe that the regularities that we discussed in 3.2 allow us to recover the adequate (15) Há quem defenda que os medicamentos só modal value without the need of any special fea- devem ser usados numa primeira fase do ture but the annotation discussed in the next sec- tratamento. tion will prove if this is indeed the case or if a ‘Some people argue that medical drugs special feature has to be devised to handle these should only be used in the first stage of the cases. treatment.’ The non-optional nature of só in contexts as Trigger: devem the one illustrated in (10) can be dealt with by Modal value: deontic_obligation selecting both só and the modal verb as a compo- Focus: exclusive site trigger. This solution would handle the fact Focus cue: só that só is required in these contexts and would Focus scope: numa primeira fase do trata- help identifying constructions which have a spe- mento cific prosodic pattern. The modal value epistem- ic_necessity would be, in this case, attributed to There may be ambiguity regarding the scope both elements. We do not propose this solution, of the focus particle (cf. 3.4) and a feature “am- however, for cases like (6) and (18b) because só biguity” is attributed to the focus scope compo- is optional in those contexts and the necessity nent to deal with such cases. We mark the scope reading follows from the compositional nature of constituent according to the most natural inter- the exclusive, the modal trigger and the target. pretation and fill in the ambiguity feature if more In contexts like (13), the exclusive singles out than one interpretation is possible, as illustrated one alternative and also comments on the fact in (16). that it is weaker than expected (for example, eas- ier in (13)). However, there is no change in the modal value and the annotation scheme can be

233 applied. To cope with these cases, we added the temic possibility value. In two other contexts, the attribute “focus value” in the trigger component, opposite choice was made: epistemic possibility and consider for now 3 possible values: none, was the marked value and deontic permission mirative (Beaver and Clark, 2008) and contras- was annotated as a possible alternative value. tive (as in sentence (14)). The other four cases of modal ambiguity involve epistemic possibility and participant-internal ca- 4.3 Results of the annotation pacity: in two cases, the former was selected as This scheme has been applied, using MMAX2 the most salient value, while the opposite choice software, to the manual annotation of a corpus was made in the other two cases. sample of 100 sentences extracted from the The most frequent constituents in the scope of online search platform of written corpus CRPC. the exclusive in our annotation are temporal ad- The 100 sentences all contain the focus particle juncts, with a total of 27 cases. The verb dever só in the context of a verbal modal trigger, and stands out, with 14 occurrences, out of the total are not syntactically annotated. We considered, of 27. The second most frequent type of focus for this purpose, 5 modal verbs: poder (freq. 23) corresponds to cases where the exclu- ‘can/may’, dever ‘must’, ter de ‘have to’, ser sive has scope over the whole target of the modal capaz de ‘be able to’, querer ‘want’, most of trigger. The two most frequent verbs with this them covering more than one modal value. We type of focus are querer and ter de (in fact, all selected a higher number of sentences with but two occurrences of querer are of this kind). poder, dever and ter de because these modal The two most paradigmatic modal verbs, poder verbs have proved to be more complex and and dever, never occur with the whole target as would therefore provide a good test for our anno- focus, but rather favour cases where só has scope tation scheme. The sentences were selected from over different constituents of the sentence. There a randomly ordered list, and cover different text is a large set of possible constituents which re- types. Table 1 presents the distribution of modal ceive the focus of the exclusives: subjects (7), values in our sample, taking into consideration objects (9), quantifiers (5), predicative adjectives only modal events that include the focus- (1), by- in passive constructions (3), tem- sensitive particle só: we observed that deontic poral adjuncts (27), locative adjuncts (1), condi- obligation and epistemic possibility are the most tional clauses (5), prepositional phrases (7), and frequent values. adverbial phrases (3). While dever shows a pref- erence for the construction with a temporal ad-

junct, the verb poder presents low frequencies of Modal value Freq. a large set of these possibilities. Deontic obligation 37 There are 5 cases of ambiguity in the scope of Epistemic possibility 30 the focus particle, 2 with ter de ‘have to’, 2 with Participant-internal 15 ser capaz de ‘to be able to’ and one with poder capacity ‘can’. This is perhaps a surprisingly low number Volition 13 compared to our comments in subsection 3.1. Deontic permission 5 Although focus scope is potentially extremely Total 100 ambiguous, it turns out that the linguistic context Table 1: Frequency information about the modal seems to lead to one specific interpretation re- values encountered in the corpus sample. garding the constituent under focus. In the 5 am- biguous cases, the scope of the focus particle can All ambiguous cases regarding modal value be understood as a specific constituent included involve the verb poder ‘can/may’, which can in the target of the modal trigger, or it can be the denote readings of deontic permission, epistemic whole event denoted by the target. possibility and participant-internal capacity. The The interpretation of the exclusive and the other four modal verbs are never marked as hav- verb poder as a case of epistemic necessity oc- ing more than one modal reading in the context. curs a single time in our annotation, with a sta- The most frequent ambiguity in this sample in- tive target in the future tense. No case of volves the two modal values: epistemic possibil- contrastive value (cf. (14)) was encountered, but ity and deontic permission. In three cases, the this is certainly due to the fact that we annotated annotator marked the trigger as having a deontic single sentences out of context, and also to the permission reading, and considered it ambiguous fact that we didn’t select knowledge verbs, (ambiguity feature of the trigger) with an epis- which typically allow this value. Also, no case of

234 non-optional exclusive particle was found in our that this is a complex issue that needs to consider set of sentences. We did, however, identify 7 the modal value, the linguistic context and each contexts with ter de and 3 contexts with querer, modal trigger. The annotation confirms the dual which denote a weaker alternative than expected nature of exclusives, due to the fact that in cer- and were marked with the value “mirative”. tain contexts they both signal one of the possible Overall, the proposed solution for handling the alternatives and describe it as weaker that would complex annotation of the interaction between be expected by the participants. The scope of the exclusive particles and modality captured all focus particle plays an important role in the cases we encountered in our small sample of 100 meaning of the sentence since it adds a condition sentences. However, the annotation of more data to the modal value and can affect the global is required to evaluate if our modal scheme can meaning of the sentence. Discursive aspects have deal with the discursive values assumed by the also to be taken into consideration and evaluated exclusive in certain contexts. against our annotation scheme. Two different human annotators performed As a next step we aim to study a context larger the annotation of a subset of 50 sentences with só than the sentence for the annotation of the inter- independently. We conducted a small study to action between modals and exclusives. We plan measure the inter-annotator (IAA) for to proceed with the analysis of the interaction of this annotation task. Such a study gives us in- só in a larger number of modal contexts and also formation about the feasibility of the annotation to enlarge the analysis to other adverbs of the scheme and about the level of detail of our same type, like apenas and unicamente. Another guidelines. We computed IAA using the kappa- objective is to explore the combined effects of statistic (Cohen, 1960) for each field in the anno- polarity, modality and this type of adverbs, and tation3. The trigger achieved a kappa value of to later contrast the results with other Romance 0.85, while the modal value attained a value of languages, as well as English. 0.83. Although the task involved a higher level of complexity due to the annotation of both Acknowledgments modal and focus information, the results are in This work was in part supported by FCT (PEst- line with the ones reported in Hendrickx et al. OE-LIN-UI0214-2013). Luciana Ávila was sup- (2012b) and, for English, in Matsuyoshi et al. ported by grant CAPES (BEX-Proc. no 9537-12- (2010). We also measured the kappa value for 0). The authors would like to thank the anony- the target component, which attained 0.64. For mous reviewers for their helpful comments. the focus scope an inter-annotator agreement of 0.63 is achieved. These are lower scores than the ones achieved for trigger and modal value, which is due to small differences in the delimitation of the constituents between the two annotators (for Maria Aloni, David Beaver, and Brady Clark. example, the inclusion or not of an adjunct). 1999. Focus and Topic Sensitive Operators. In Paul Dekker (ed.), Proceedings of the Twelfth Amster- 5 Conclusion dam Colloquium, ILLC, University of Amsterdam, Amsterdam, The Netherlands. In this paper, we have presented a detailed analy- Luciana Beatriz Ávila, and Heliana Mello. 2013. sis of the interaction between the exclusive só Challenges in modality annotation in a Brazilian and modal expressions occurring in texts. Portuguese spontaneous speech corpus. In Pro- As Portner puts it “It seems that modality is ceedings of WAMM-IWCS2013, Potsdam, Germa- not something that one simply observes, but ra- ny. ther something that one discovers, perhaps only Kathrin Baker, Michael Bloodgood, Bonnie Dorr, after careful work.” (Portner, 2009:1) and this is Nathaniel W. Filardo, Lori Levin, and Christine Pi- what we have attempted in this study. atko. 2010. A modality lexicon and its use in au- We presented the of a modality tomatic tagging. In Proceedings of LREC’10, scheme developed for Portuguese to account for Valletta, Malta. ELRA, 1402-1407. focus-sensitive particles in modal contexts and Kathryn Baker, Bonnie Dorr, Michael Bloodgood, our experience in annotating a sample of 100 Chris Callison-Burch, Nathaniel Filardo, Christine sentences with this extended scheme. Data show Piatko, Lori Levin, and Scott Miller. 2012. Use of Modality and Negation in Semantically-Informed 3 Note that we are very strict in the computation, only full string matches are counted as agreement.

235 Syntactic MT. Computational Linguistics. 38(2): Marjorie McShane, Sergei Nirenburg, Stephen Beale, 411-438 and Thomas O’Hara. 2005. Semantically rich hu- man-aided machine annotation. In Proceedings of David Beaver and Brady Z. Clark. 2008. Sense and the Workshop on Frontiers in Corpus Annotations Sensitivity. How Focus Determines Meaning. II: Pie in the Sky, 68-75. ACL. Wyley-Blackwell, Oxford, UK. Makoto Miwa, Paul Thompson, John McNaught, Joan L. Bybee, Revere Perkins, and William Pagliuca. Douglas B Kell and Sophia Ananiadou. 2012. Ex- 1994. The evolution of grammar: Tense, aspect tracting semantically enriched events from biomed- and modality in the languages of the world. Uni- ical literature. BMC Bioinformatics 13:108. versity of Chicago Press, Chicago, USA. Roser Morante. 2010. Descriptive analysis of nega- Jacob Cohen. 1960. A coefficient of agreement for tion cues in biomedical texts. In Proceedings of nominal scales. Education and Psychological LREC’10, Valletta, Malta. ELRA, 1429-1436. Measurement, 20:37-46. Roser Morante and Caroline Sporleder. 2012. Modali- Philip W. Davis. 2009. The constitution of focus. ty and Negation: An Introduction to the Special Is- Available at: sue. Computational Linguistics, 38(2):223-260. http://www.philipwdavis.com/sands03.pdf. Ac- cessed: March 28, 2013. Benjamim Moreira. 2005. Estudo de alguns marcado- res enunciativos do português. PhD Dissertation. Matthew S. Dryer. 1994. The of associa- Universidade de Santiago de Compostela, Faculda- tion with only. Paper presented at the 1994 Winter de de Filologia, Santiago de Compostela, Spain. Meeting of the L.S.A. Boston, Massachussets, USA. Christoph Müller and Michael Strube. 2006. Multi- level annotation of linguistic data with MMAX2. Richárd Farkas, Veronika Vincze, György Móra, In Corpus Technology and Language Pedagogy: János Csirik, and György Szarvas. 2010. The conll- New Resources, New Tools, New Methods, 197- 2010 shared task: Learning to detect hedges and 214. Peter Lang. their scope in natural language text. In Proceedings of the Fourteenth Conference on Computational Sergei Nirenburg and Marjorie McShane. 2008. An- Natural Language Learning, ACL, 1-12. notating modality. Technical report, University of Maryland, Baltimore County, March 19, 2008. Michel Généreux, Iris Hendrickx, and Amália Mendes. 2012. Introducing the Reference Corpus Fátima Oliveira. 1988. Para uma semántica e prag- of Contemporary Portuguese On-Line". In Pro- mática de DEVER e PODER. Ph.D. thesis, Univer- ceedings of the Eighth International Conference on sidade do Porto, Porto, Portugal. Language Resources and Evaluation - LREC Frank R. Palmer. 1986. Mood and Modality. Cam- 2012, Istanbul, May 21-27, 2012, pp. 2237-2244. bridge textbooks in linguistics. Cambridge Univer- Iris Hendrickx, Amália Mendes, Silvia Mencarelli, sity Press. and Agostinho Salgueiro. 2012a. Modality Annota- Paul Portner. 2009. Modality. Oxford University tion Manual, version 1.0. Centro de Linguística da Press, Oxford, UK. Universidade de Lisboa, Lisboa, Portugal. Mats Rooth. 1992. A theory of focus interpretation. Iris Hendrickx, Amália Mendes, and Silvia Menca- Natural Language Semantics 1: 75-116. relli. 2012b. Modality in Text: a Proposal for Cor- pus Annotation. In Proceedings of the Eighth Roser Saurí, Marc Verhagen, and James Pustejovsky. International Conference on Language Resources 2006. Annotating and recognizing event modality and Evaluation - LREC 2012, Istanbul, May 21-27, in text. In Proceedings of the 19th International 2012, pp. 1805-1812. FLAIRS Conference. Leo Hoye. 1997. Adverbs and Modality in English. Roger Schwarzschild. 1997. Why some foci must Longman, London, UK. associate. Unpublished ms. Rutgers University. Manfred Krifka. 1995. Focus and the Interpretation of György Szarvas, Veronika Vincze, Ricárd Farkas, and Generic Sentences. In Gregory N. Carlson and János Csirik. 2008. The BioScope corpus: annota- Francis Jeffry Pelletier (eds). The Generic Book. tion for negation, uncertainty and their scope in bi- The University of Chicago Press, Chicago, USA, omedical texts. BioNLP 2008: Current Trends in 238-264. Biomedical Natural Language Processing, Colum- bus, Ohio, USA, 38-45. Suguru Matsuyoshi, Megumi Eguchi, Chitose Sao, Koji Murakami, Kentaro Inui, and Yuji Matsumo- Paul Thompson, Giulia Venturi, John Mcnaught, to. 2010. Annotating event mentions in text with Simonetta Montemagni, and Sophia Ananiadou. modality, focus, and source information. In Pro- 2008. Categorising modality in biomedical texts. In ceedings of LREC’10, Valletta, Malta. ELRA. Proceedings of the LREC 2008 Workshop on

236 Building and Evaluating Resources for Biomedical Text Mining, Marrakech, Morocco, 27-34. Johan Van der Auwera and Vladimir A. Plungian. 1998. Modality’s semantic map. Linguistic Typol- ogy, 2(1): 79-124. Veronika Vincze, György Szarvas, Móra György, Tomoko Ohta, and Richárd Farkas. 2011. Linguis- tic scope-based and biological event-based specu- lation and negation annotations in the bioscope and genia event corpora. Journal of Biomedical Seman- tics, 2(5). Kai-Uwe Von Fintel, 1994. Restriction on Quantifier Domains. UMass Amherst dissertation, Amherst, Massachussets, USA. Janyce Wiebe, Theresa Wilson, and Claire Cardie. 2005. Annotating expressions of opinions and emotions in language. Language Resources and Evaluation, 39:165-210.

237