Abstract
Starting from the premise that English negative modal contractions constitute partly variable patterns of associations that include both the preceding subject and the following verb infinitive, the study sets out to investigate distributional differences between can’t, shouldn’t, and won’t and their corresponding uncontracted parent forms. Given that some configurations are assumed to correlate with specific modal meanings (e.g. inanimate subjects and stative verbs > ‘epistemic prediction’; first person subjects > ‘(un)willingness’ or ‘commissive modality’), roughly 200,000 trigrams from COCA are submitted to distinctive covarying collexeme analysis in order to uncover if these contractions and their full forms are conventionalized and entrenched differentially enough to merit their separate treatment on both conceptual and methodological grounds. The results point to probabilistic tendencies, suggesting a cline where won’t and can’t appear to be more emancipated from their respective full-form analogue than shouldn’t. Furthermore, the study showcases how collostructional methods can be applied fruitfully to case studies embedded in Schmid’s (Schmid, Hans-Jörg. 2020. The dynamics of the linguistic system: Usage, conventionalization, and entrenchment. Oxford: Oxford University Press) Entrenchment and Conventionalization Model.
1 Introduction
A growing body of research indicates that several contractions in present-day English (e.g. gonna, ’ll, I dunno) are past the stage of being mere online phonetic reductions of their corresponding full forms (here be going to, will, I do not know) and rather constitute emancipated constructions (Bresnan 2021; Bybee 2010; Daugs 2022; Krug 2000; Lorenz 2013a, 2013b; Nesselhauf 2014; Scheibman 2000; Schmidtke-Bode 2009; to name a few). Similar claims have been made for the negative modal contractions can’t, won’t, and shan’t, due to their idiosyncratic morphosyntax, (discourse-)functional preferences, and unpredictable distributional behavior (Bergs 2008; Daugs 2021). Moreover, their invariant phonological and graphemic representation in present-day English (PDE) attests to both their lexical storage as (parts of) entrenched patterns into the minds of speakers and a high degree of conventionality. In addition, at least can’t and won’t have clearly ousted their parent forms in terms of their overall frequency of use and have diffused in various registers and genres, which corroborates the impression that they are not just colloquial pronunciation variants. Nor does it seem to be the case that the contractions simply replace the full forms. Despite expected overlaps in their use, each form has a distinctive collexemic profile from which functional preferences can be inferred (cf. Hilpert 2008, 2016).
The present investigation builds on these findings, delving deeper into the collostructional biases of can’t, shouldn’t, and won’t. Our aim is to test if and how speakers distinguish between the three contractions and their uncontracted counterparts cannot, should not, and will not, by relying on their probabilistic knowledge of language. To assess this, data retrieved from the Corpus of Contemporary American English (COCA; Davies 2008) are submitted to distinctive covarying collexeme analysis (Stefanowitsch and Flach 2020), which is designed to compare variable patterns with multiple slots – here, subj {can’t|won’t|shouldn’t} v versus subj {cannot|will not|should not} v. By going beyond verbal collexemes, which has been the default in previous studies on modal constructions (e.g. Daugs 2020, 2021; Gries and Stefanowitsch 2004; Hilpert 2008, 2016), we seek to do justice to (i) the fact that modals are not only linked to the following but also their previous co-text via syntagmatic associations and (ii) the established correlations between specific modal interpretations and properties of the subject (e.g. animacy, person) (Coates 1983). Since each of the contractions at hand belongs to a different semantic cluster (namely ‘ability/possibility’, ‘obligation/necessity’, and ‘volition/prediction’, respectively; Coates 1983: 27–29) and is entrenched and conventionalized to different degrees, can’t and won’t arguably more so than shouldn’t, the findings are, in sum, expected to contribute to understanding negative contractions specifically and contractions more generally.
The paper is structured as follows. Section 2 outlines the theoretical background on modal contractions as constructional patterns in an associative network, drawing heavily on tenets from Construction Grammar (CxG; Goldberg 2006; Hilpert 2021) and the Entrenchment-and-Conventionalization Model (EC-Model; Schmid 2015, 2020). An overview of the data, methods, and findings from our corpus study will be presented in Section 3. Following this, Section 4 brings together the findings and measures them against the theoretical backdrop of how modal contractions are stored and processed in an associative network. Finally, we will reflect on some conceptual and methodological issues when it comes to assessing the status of contractions using collostructional methods.
2 The theory: negative modal contractions as patterns of associations and conventionalized utterance types
Modal expressions have recently gained serious interest within usage-based, constructionist frameworks (see e.g. Depraetere et al. 2023; Hilpert et al. 2021; Hohaus and Schulze 2020 and the respective articles therein). At first glance, it appears as though treating modal verbs as constructions (i.e. entrenched pairings of form and meaning; Goldberg 2006) adds hardly any substance to understanding their intricacies, let alone modality as such. Afterall, as words, they represent constructions by definition and, if combined with their infinitival collocates, they are (usually) semantically transparent and predictable from the general behavior of auxiliary constructions. However, a compelling argument for a constructionist approach is provided by Hilpert (2016). Although any mod + v combination is theoretically possible, each modal may be used with some verbal collexemes more (or less) often than would be expected by chance, which results in distinctive collocational profiles. Such probabilistic preferences are assumed to be part of the tacit knowledge of speakers and, what is more, they cannot be predicted based on any other knowledge of language. While this view already emphasizes the role of connections in an associative network rather than the role of constructions as nodes, it can be advanced even further and applied fruitfully to the present case.
From the more dynamic, radically usage-based perspective of the EC-Model, negative modal contractions can simply be viewed as patterns of associations (cf. Schmid 2020: 27–28).[1] The main advantage of this approach is that it circumvents the issue of having to postulate whether they constitute constructions (i.e. nodes) or not, based on properties such as unpredictability or sufficient frequency; see Hilpert (2019) for a comprehensive overview of different diagnostics to test constructionhood.[2] Instead, differences in the use and meaning of negative modal contractions and their parent forms are best understood as differences in the strength of the different kinds of associations (i.e. connections) they evoke (cf. Schmid 2015: 11–16, 2020: Ch. 4, 11). Essentially, this allows for a unified treatment of all three contractions can’t, shouldn’t, and won’t but also acknowledges their differences. Shouldn’t, for example, represents a pattern of symbolic (i.e. the form-meaning correspondence), syntagmatic (i.e. the mutual attraction between neighboring elements), paradigmatic (i.e. the probabilistic knowledge of onomasiological competitors), and pragmatic associations (i.e. the contextual contingency) no less than can’t and won’t, but their respective associations are differentially routinized (cf. Schmid 2020: 45–48, 229–234).
To illustrate, in terms of its complexity, shouldn’t constitutes a bimorphemic word where the constituent elements should and n’t are linked by strong syntagmatic associations. Yet, it remains formally segmentable and semantically transparent, which means its components are linked to those of other formal and functional relatives like, for example, mustn’t (‘obligation/necessity’) or wouldn’t (‘epistemicity/hypothesis’) through paradigmatic associations. The symbolic associations evoked by shouldn’t are thus likely to largely operate compositionally, that is, pertain to its individual parts. Apart from its pragmatic associations with more informal genres, shouldn’t may thus be routinized quite similarly to should not. By contrast, the suppletion and coalescence exhibited by can’t and won’t render active parsing rather improbable (due to a lack of autonomous forms * ca and * wo). In their case, both the symbolic and paradigmatic associations are likely evoked holistically without depending on syntagmatic associations (similar to monomorphemic words, but probably unlike cannot and will not; cf. Schmid 2020: 242).
Also, based on the assumption that every utterance that is perceived leaves traces in memory upon first exposure (Goldberg 2019: 54), there is no practical reason for assessing whether something qualifies as a construction or not based on sufficient frequency, unless a principled distinction is made between stored ‘pre-constructional’ patterns and constructions proper. Goldberg’s (2019) idea of clusters of ‘lossy’ memory traces or Schmid’s (2015, 2020 proposal of patterns of associations, however, avoid this problem altogether and provide a more parsimonious take on the matter. Repeated (or recessive) activation simply strengthens (or weakens) different kinds of associations or memory traces, which leads to a higher (or lower) degree of entrenchment thereof.
In sum, the question whether a given contraction is frequent enough or can be predicted based on any other construction(s) (here, probably the respective non-negative forms and a more abstract x n’t construction) is of no immediate importance. From the dynamic view, differentially entrenched connections capture any differences between the mental representations of contractions and their respective full forms without the need to determine their constructionhood (cf. Schmid 2020: 233). The crucial question then is whether (some) contractions are routinized differently enough from their parent forms to merit a separate treatment.
In the present study, we will conceive of negative modal contractions as partly variable, lexico-grammatical patterns. Next to the contraction itself as the pivotal element, each pattern also includes two variable elements, namely the preceding subject and the following verb infinitive.[3] The same applies to the respective parent forms, against which the contractions are measured; compare the three pairs in (1) that are under scrutiny here.
a. | subj can’t v | b. | subj shouldn’t v | c. | subj won’t v |
subj cannot v | subj should not v | subj will not v |
It stands to reason that any differences in the use of contracted and uncontracted forms (e.g. subj can’t v vs. subj cannot v) will be considerably more subtle than, for example, between different contractions (e.g. subj can’t v vs. subj won’t v). With but a few highly idiomatized exceptions like Can’t say I VP (‘mitigation, agreement, or approval’), You shouldn’t have (‘expression of gratitude’) or That dog won’t hunt (‘certainty that a plan is not going to materialize’), negative contractions and full forms, when used with the same subjects and verbal collexemes, convey more or less the same meaning; compare the examples in (2)–(4):
‘circumstantial impossibility/permission not granted’ | |
a. | Basically, we can’t allow a district or a school to stay on priority improvement or a turnaround plan for more than five years. [COCA, Denver, 2012] |
a′. | For the sake of our people and our economy we cannot allow gridlock to prevail. [COCA, CBS_NewsMorn, 2011] |
‘epistemic impossibility’ | |
b. | But of course it can’t be the same lion. That was forty years ago in northern Botswana. I’ve never heard of a lion living more than twenty-five years. [COCA, Bk:FeverDream, 2010] |
b′. | While some students claimed that advertising had influenced their buying decisions, it cannot be the case, as the 14 chosen products are rarely advertised in traditional media outlets. [COCA, CollegStud, 2011] |
‘inability’ | |
c. | Where did we ever get the ridiculous notion that children can’t understand spiritual things? [COCA, Atlanta, 2002] |
c′. | Children cannot understand or get the notion of something unknown. [COCA, People, 1993] |
‘weak obligation/recommendation’ | |
a. | You cannot eat a bowl of cereal with milk in a car while you’re driving, on a train, or you shouldn’t eat it on a train. [COCA, CBS_Morning, 2018] |
a′. | In your book you say that you should not eat bacon or sausage with sodium nitrate. How important is it to stay away from sodium nitrate? [COCA, CNN_King, 2004] |
‘epistemic inference’ | |
b. | [W]ith all the talk about circular firing squads inside the Obama White House, it shouldn’t come as a surprise that some […] believe that chief of staff Rahm Emanuel is badmouthing his colleagues […]. [COCA, AmericanSpectator, 2010] |
b′. | Due to the campus’ relatively close proximity to Hartford, it should not come as a surprise that over a dozen potential informants had been identified before interviewing commenced. [COCA, SportBehavior, 2007] |
‘hypothesis (contrasting with wouldn’t/would not)’ | |
c. | Walk around if you like. I shouldn’t think it would matter, sir. [COCA, Analog, 2005] |
c′. | As to his learning, I should not think it an objection if he resembled Sir Roger de Coverly’s chaplain in some respects […]. [COCA, ChurchHistory, 2005] |
‘permission not granted’ | |
a. | You won’t marry me off to the highest bidder. Father said I could marry as I pleased. He promised. [COCA, Bk:TemptedByYour, 2002] |
a′. | You’ll do no such thing. You will not marry just to get your hands on those account ledgers. [COCA, Bk:AllINeedIsYou, 1998] |
‘epistemic prediction’ | |
b. | You see, without food, the medicine won’t work. [COCA, CNN_YourWorld, 2005] |
b′. | Antibiotic medicine will not work on viruses. They are only effective against bacteria. [COCA, ChildLife, 2001] |
‘unwillingness’ | |
c. | So raising the awareness level and making it clear we won’t tolerate it is one of the clear things we have to do. [COCA, CNN_Event, 2005] |
c′. | This announcement should send a firm and unequivocal message to anyone who would engage in dishonest or illegal financial activity that the Justice Department doesn’t and we will not tolerate such activities. [COCA, PBS_Newshour, 2014] |
The examples corroborate the impression that negative contractions and their parent forms share a common meaning potential, which, arguably, casts doubts on the validity of a differential treatment beyond register connotations. But the crucial point is that the distinction need not be a categorical one. Rather each pattern will show probabilistic tendencies as to which subjects and verbal collexemes are attracted to it (cf. Hilpert 2021: 75). This translates into differentially entrenched syntagmatic associations, which, depending on their relative strength, may manifest in relatively distinctive collexemic profiles that provide insights into the sense distribution of a given pattern and potentially give access to hidden semantic structures.
Finally, it is probably uncontroversial that the negative modal contractions constitute more or less strongly conventionalized utterance types at the communal level; compare, can’t, shouldn’t, and won’t (relatively high degree of conventionality) with, for example, shan’t, mightn’t, or mayn’t (relatively low degree of conventionality). The reduction and fusion of x not to x n’t was likely completed before the 16th century and the forms remain phonemically and graphemically stable in PDE (cf. Jespersen 1917: 117; McElhinney 1992: 369). But despite the general increase in usage frequency of negative modal contractions over the last centuries and their diffusion to other genres (see e.g. Daugs 2020, 2021; Leech et al. 2009; Mair 1997), they are still often distinguished from their parent forms based on how speakers use them in order to conform to the regularities expected in different genre-specific contexts, for example, the normative avoidance of contracted over uncontracted forms in formal writing. We will address this issue further in Section 3.
What remains to be seen is whether a case can be made for contractions and their parent forms being conventionalized in a way that makes their choice also contingent on onomasiological and semasiological conformity. In other words, is it more conventional to use, for example, will not over won’t to reach the communicative goal of expressing ‘unwillingness’, as in (4c) and (4c′), because their respective sense distributions make will not the more probable candidate in this context?
3 The corpus study: distributions and idiomatic combinations
3.1 Corpus data
We used R (R Core Team 2019) to retrieve the instances of the contractions and full forms at hand from a commercial version of COCA (∼450 million words, 1990–2012). The search was limited to selected pronominal subjects (personal pronouns, existential there, this, that, who, and which). Noun phrases were excluded because subject properties like animacy, which can provide important cues for specific modal interpretations, are considerably more difficult to detect from simple trigrams. Consider the example in (5).
The hitch is the company won’t guarantee calculations are correct with the standard version. They do with the deluxe version. [COCA, USAToday, 1999] |
Without the immediate co-text, it would arguably not be immediately clear that the noun company is used metonymically in the subj won’t v pattern in (5), as is obvious from the subject they in the following sentence. Beyond that, nominal subjects usually have a relative proclivity to co-occur with uncontracted rather than contracted forms, which also justifies their exclusion.
No restrictions on time span and genre were imposed. For two reasons, this is not unproblematic: (i) the 22-year period covered by the corpus introduces a potentially confounding diachronic component, while the varied sources that feed into it may create artefacts, actual grammatical variation and change notwithstanding, and (ii) contractions, as markers of colloquial speech, are usually assumed to have a distributional bias towards less formal genres. Concerning the first point, while short-term grammatical changes in AmE have been reported previously by, for example, Leech et al. (2009), these pertain first and foremost to changes in overall usage frequency, rather than changes in collexemic preferences, which the present study seeks to investigate.[4] Furthermore, the status of modals as grammatical elements, which are generally rather evenly dispersed across texts (Hilpert and Correia Saavedra 2017), as well as the overall size and balanced structure of COCA (by year and genre) give reason to believe that source variability will not have much impact on the overall results.
With regard to the second point, Figure 1 shows the presumed relative underuse of negative modal contractions in formal, academic contexts. However, it also corroborates previous findings that modals (both contracted and uncontracted) are generally relatively more frequent in spoken(-like) genres (Leech et al. 2009: 77), at least when used with pronominal subjects. Also, a preliminary investigation of the collexemic preferences of the patterns investigated here showed that the rankings remain highly stable regardless whether the ACAD data are included or not (in all three cases, Spearman’s ρ > 0.94; p < 0.0001); for a similar observation regarding modal enclitic + adv combinations, see Flach (2021a: 756).

Genre-specific relative frequency distribution of English negative modal contractions and their parent forms; COCA, AmE, 1990–2012 (N tokens = 199,317).
The final data set contains 199,317 observations of subj {can’t|cannot|shouldn’t|should not|won’t|will not} v, with 12 pronoun types and 2,935 verb types, which still amounts to about 72 % of all tokens and 88 % of all verb types of nominal and pronominal subjects in the six patterns combined. Subj can’t v is by far the most frequent pattern (accounting for 52 % of all observations), followed by subj won’t v (19 %), subj cannot v (13 %), subj will not v (7 %), subj shouldn’t v (6 %), and finally subj should not v (3 %). [5]
3.2 Distinctive covarying collexeme analysis
Distinctive covarying collexeme analysis (DCCA; Stefanowitsch and Flach 2020) is the most recent addition to the family of collostructional methods. Conceptually, it represents a combination of distinctive collexeme analysis (Gries and Stefanowitsch 2004) and covarying collexeme analysis (Stefanowitsch and Gries 2005), which makes it possible to compare two or more constructions with multiple slots regarding the elements that are associated with them. Mathematically, DCCA is a configural frequency analysis (CFA; von Eye 1990), through which observed combinations are tested for their above- or below-chance occurrence. CFA typically outputs
Applied to the present cases, DCCA assesses which combinations of a pronominal subject and a verbal collexeme are distinctive for either a contracted or uncontracted pattern. In other words, it tests all possible configurations of subj × x n’t|not × v for their relative over- and underuse. The analysis was performed using a modified version of Flach’s (2021b) R package {collostructions}. To obtain the rankings, we used G 2 simple (simple log-likelihood; Evert 2009), a mathematical approximation of the more widely known and commonly used G 2 (log-likelihood ratio) that only requires the observed and expected frequencies of the respective target node (i.e. the top leftmost cell in a contingency table) as input without cross-classification.[6] Like G 2, G 2 simple is an evidence-based measure, which means that it favors high-frequency (i.e. more evidence) over low-frequency (i.e. less evidence) observations and can underestimate the actual strength of an association (Evert 2009: 1227–1228). In fact, Gries (2022) argues that G 2 (and, as a consequence, G 2 simple) is hardly an association measure at all because it not only conflates frequency and association but actually correlates more strongly with the former. Since rigorous testing of different measures on larger than 2 × 2 contingency tables in a collostructional context is to our knowledge still pending, we will continue to use G 2 simple but also check it against ‘true’ (i.e. frequency-independent) association and directionality by obtaining the surprisal-values (i.e. the negative log2-transformed forward transition probabilities) for each configuration in a pattern (cf. Schmid 2020: 52).[7] Figure 2 plots the relationship between G 2 simple and surprisal based on generalized additive models (GAMs) for the top 100 distinctive covarying collexemes of each pair.

The relationship between G 2 simple (logged) and surprisal (−log2 p forward) as measures of collostructional strength used in DCCA for the top 100 distinctive covarying collexemes of each negative contraction/full form pair.
Depending on the pattern, the deviance explained by the GAMs is between 38.8 and 64.2 %, which confirms that the two measures do not completely reflect the same thing (cf. Gries 2022). But the plots also show a negative correlation indicating that higher G 2 simple-values predict stronger forward syntagmatic associations and thus faster reading times at least to some extent. We will therefore continue to focus on G 2 simple but also report surprisal-values anecdotally, mainly as a safeguard to check whether both measures completely deviate from one another. Finally, in Section 4, we discuss the implications of choosing one measure over the other in the present context.
3.3 Results
By grouping the results according to one of the words occurring in the variable slots of two related patterns (i.e. contraction vs. full form), it is possible to highlight their onomasiological competition (or lack thereof). Figure 3 illustrates this for selected subj + mod neg combinations.

Top ten verbal collexemes of selected subj + mod neg combinations; COCA, AmE, 1990–2012.
Several observations can be made from these plots. For I can’t v versus I cannot v, it is clear that the contracted pattern attracts both cognition verbs (e.g. believe [rank 1], imagine [2], remember [3]) and communication verbs (e.g. tell [4], say [5], explain [10]), which, in combination with the subject I, seem to be rather formulaic than compositional (e.g. I can’t believe ‘surprise or emphasis’, I can’t tell (you how …) ‘emphasis’). It has also been noted by Bybee (2010: Ch. 9) that the pattern can’t + v cognition can show noteworthy frequency asymmetries, i.e. some combinations are more frequent than the affirmative variant with can, which further attests to their status as a prefabs, as affirmatives are generally more frequent than negatives cross-linguistically. Similarly, the verb help (9) when used in the utterance I can’t help but vp forms part of a complex pattern that holistically evokes the symbolic association ‘compulsion to do something’. By contrast, the pattern I cannot v inter alia attracts verbs like accept, agree, permit, or stress, which can be expected in permissive contexts where the interlocuter refers to the impossibility of a situation or refusal rather than an intrinsic inability (cf. Daugs 2021: 32).
In the case of it shouldn’t v versus it should not v, such (fully) idiomatized sequences are missing from the data, which is perhaps unsurprising, considering the relatively lower frequency of shouldn’t compared to, for example, can’t. Instead, we see more overlap in the use of the contraction and its parent form, evidenced by the share of stative verbs among the top collexemes (e.g. be, seem, matter, happen, surprise). The collexemic demarcation between shouldn’t and should not in this particular configuration seems thus less clear.
Finally, with regard to we won’t v and we will not v, the sharply demarcated semantic range exhibited by the verbs in the uncontracted pattern is noteworthy, as nine out of the top ten of them (except have) invite an ‘unwillingness’ or ‘commissive’ interpretation that can be expected in contexts where seriousness and determination are typically (and emphatically) conveyed, for example, political discourse (cf. Daugs 2020: 29–30, 2021: 32–33). The contracted pattern, on the other hand, has among its most attracted verbal collexemes, stative verbs like know, have, need, and see, which point to an ‘epistemic prediction’ reading. In terms of their collocational profiles, these two patterns appear to be the most distinctive.
This procedure can obviously be extended to all other subjects. Alternatively, the patterns can be grouped by specific verbs and tested for the kinds of subjects they combine with more or less than would be expected, which would substantiate the claim that the subject preferences are crucial, at least from a distributional perspective. To illustrate, while believe is highly attracted to can’t in combination with I (obs: 3,055; exp: 1,005.7; G 2 simple: 2,690.3; surprisal: 3.5), it is repelled in combination with you (obs: 255; exp: 905.9; G 2 simple: −655.4; surprisal: 6.9). Conversely, you can’t attracts get (obs: 1,963; exp: 1,316.3; G 2 simple: 275.6; surprisal: 4.1), whereas I can’t repels it (obs: 1,356; exp: 1,461.3; G 2 simple: −7.8; surprisal: 4.7).
To account for such subject preferences and, at the same time, adopt a broader perspective on each pattern, we first ranked all configurations of a given pair by their G 2 simple-score and selected the top 15 trigrams. Verbal duplicates for each pattern were removed and, in order to avoid doubling across patterns, preference was given to whichever pattern had a higher G 2 simple-score in cases of overlap among the top-ranked collexemes. The results are shown in Figure 3.
Unlike the original implementation of distinctive collexeme analysis (Gries and Stefanowitsch 2004), which completely separates the data for a given pair (Stefanowitsch 2006), DCCA allows for overlaps, namely that a subj v combination might be attracted/repelled for both patterns in a pair. This seems to be more realistic in the present case given the degree of relatedness between contractions and their parent forms; see, for example, who can’t afford and who cannot afford (first panel, left). Still, from Figure 4, we learn that each pattern shows some degree of demarcation from its corresponding relative and, although our approach relativizes strong collexemic preferences for specific verbs (e.g. without duplicate removal, the first five configurations of subj cannot v would be that, it, which, this, and there in combination with be), it allows us to identify potential semantic clusters.

The 15 most distinctive subj v combinations in contracted and uncontracted negative modal patterns; COCA, AmE, 1990–2012.
Compared to the results discussed in Daugs (2021), where the list of verbal collexemes of can’t (based on a bigram analysis) was full of dynamic action verbs, the data shown in the top plots of Figure 4 are surprising at first sight. Here, only you can’t beat [rank 14] and you can’t do [15] would fall in that category, whereas the highly idiomatic triples with I and verbs of cognition and communication are ubiquitous and clearly occupy the top. Yet, the notion that can’t is predominantly used to express intrinsic inability on part of the subject is solidified here, nonetheless, as verbs like believe, remember, or think coupled with I relate to inherent properties (cf. Coates 1983: 89–91; Daugs 2021: 40).[8] The pattern with cannot, on the other hand, shows a different distribution in that 80 % of all triples listed here co-occur with we and mainly verbs conveying a situational impossibility/refusal (e.g. allow, expect, accept). Such combinations seem to onomasiologically compete with the ‘self-imposed obligation/recommendation’ sense of should not rather than referring to inherent properties of the subject. Also note the overwhelmingly distinctive combination, that cannot be, which can confidently be predicted to convey epistemic meaning. In sum, the findings corroborate the impression that can’t is relatively preferred in ‘ability’ contexts and cannot in other contexts.
Consider the middle panel next. There seems to be a slight tendency for the contraction to attract dynamic verbs (do, take, put, go, come), yet, given the subject diversity of both shouldn’t and should not it is difficult to identify a cluster. Nonetheless, as in the case of cannot, should not shows an inclination to co-occur with we. These cases arguably convey a warning or a moral, possibly camouflaged obligation imposed on the subject not to engage in the activity expressed by the main verb. By using we instead of, for example, you, the speaker might engage their interlocutor in such a way that the overtness of the obligation is mitigated. Previous research has linked such a strategy to a democratization trend in English (see e.g. Fairclough 1992; Farrelly and Seoane 2012; Leech et al. 2009). What is striking though is that democratization has also been argued to be linked to informalization (Hiltunen and Loureiro-Porto 2020). While both shouldn’t and should not are less overt markers of authority than, for example, deontic must, it would be expected that the contraction, as a marker of colloquialness and informality, rather than the full form would attract we. Aside from that, both patterns co-occur with inanimate subjects (it, this) and stative verbs (e.g. be, matter, happen), thereby likely expressing epistemic necessity. It thus appears as though the patterns with shouldn’t and should not are still more intertwined than the other two pairs.
Finally, the relative preference of we will not v to convey ‘unwillingness’, as discussed earlier, prevails even when other subjects are considered. It might even be extended to a more general subj 1st.pers will not v pattern, since the lower right-hand panel of Figure 3 also has I in combination with similar verbs (e.g. accept, support). Interestingly, the only triple with an inanimate subject among the combinations with will not is this will not stand ‘not accepting a given situation’, which, counter to the inanimacy-epistemicity correlation, also signals ‘determination’ rather than ‘prediction’.[9] By contrast, won’t seems to be favored over will not in combination with stative verbs and inanimate subjects (e.g. there won’t be, it won’t work, it won’t happen, it won’t matter), which points to a preference for ‘epistemic prediction’. Additionally, combinations of won’t with second person you, which are completely missing from the pattern with will not, appear to form another cluster of low-dynamicity actions, namely you won’t {find|believe|see|have|get|need|want}, where the speaker seems to make a (confident) epistemic prediction about the subject.
4 Discussion: negative modal contractions and their full forms in an associative network
In this section, we will interpret the findings within the framework of the EC-Model laid out by Schmid (2015, 2020. We will also discuss the contribution DCCA can bring to the table when it comes to identifying differences and similarities in alternations. The aim of this study was to revisit the status of negative modal contractions compared to their corresponding parent forms. While it has already been shown that, at least, can’t and won’t seem to have emancipated themselves from cannot and will not respectively (Daugs 2021), a refinement of these findings is in order. According to the radically usage-based underpinnings of the EC-Model, stored mental representations are best understood as “more or less routinized latent pattern[s] of associations” (Schmid 2020: 46). Furthermore, the model assumes a minimal abstractionist view, that is, units like schemas are only postulated if necessary (Schmid 2020: 55, 215).
With this in mind, we first need to take a step back. Traditionally, it is assumed that modals like can or will subsume different forms, namely can(not), can’t and will (not), ’ll, won’t respectively. Given that all of these represent conventionalized utterance types, they all have the potential to regularly license usage events. The higher this potential for a given utterance (which is contingent on conformity), the more likely it will be used in speech situations and will thus have a higher chance to be activated as a pattern of associations in the minds of the speakers (Schmid 2020: 6–7). Regarding the negative contractions and their full forms, speakers would have to choose between them (and obviously others) to reach their communicative goal(s) of expressing modal notions like ‘inability’, ‘circumstantial impossibility’, ‘prediction’, ‘obligation’, or ‘unwillingness’. In turn, each pattern can potentially convey more than one conventionalized and entrenched meaning or function; see, for example, Daugs (2023) for a discussion on modals as many-to-many mappings. These two perspectives capture the symbolic associations (i.e. the form-meaning connections) as well as the paradigmatic associations (i.e. the semasiological and onomasiological choices) that the patterns at hand evoke. The internal interaction between the elements within each pattern, namely subj, mod neg, and v, represents the syntagmatic associations, which connect the contraction (as well as its full form) to its co-text, while pragmatic associations link each pattern to a given context.
The stance taken here is that the processing of negative modal contractions and their parent forms unfolds in line with the EC-Modal in the following way, exemplified by the utterance in (6).
(Rep) Steven Rothman: We’re moving the country forward. We will not allow this country to go back to the policies that brought us to the brink of disaster. [COCA, PBS_NewsHour, 2010] |
You may appeal to the administrator’s sense of good education, but it won’t hurt to mention the legal implications of insufficient planning and participation. [COCA, MusicEduc, 1991] |
The communicative setting in (6) is established by the speaker’s position as a member of the U.S. House of Representatives, which activates the corresponding pragmatic associations with political discourse. The utterance of interest starts with the deictic subject We (here: reference to the Democratic Party and the Obama administration), which establishes expectations about a following verb phrase. The negated modal auxiliary will not is then picked over won’t (and other competitors, e.g. should not or cannot) to reach a specific communicative goal, which is to express the ‘unwillingness’ to accept certain political strategies, while arguably, at the same time, conveying ‘seriousness’ and ‘determination’. Also, in anticipation of the following main verb, allow, which can be expected in these contexts, the onomasiological choice of will not is reinforced, since the whole pattern forms a more cohesive sequence that conforms well with the established conventions in such specific usage events. That is not to say that won’t or other competitors are not available here at all, only that the use of will not may be more probable.[10] The data from the DCCA actually back this up, as the different frequency-related measures available all suggest will not to be the more suitable candidate in this sequence; compare we will not allow (obs: 59; exp: 9.3; G 2 simple: 118.3; surprisal: 4.9) versus we won’t allow (obs: 17; exp: 27.6; G 2 simple: −4.7; surprisal: 7.6). Consider yet another example. In (7), we have the sequence it won’t hurt, which expresses the notion of ‘prediction’. The speaker suggests a strategy that will not likely result in a negative outcome but will rather be beneficial to the subject. Once it is uttered, it becomes highly improbable to expect anything but an ‘epistemic’ interpretation, given the strong correlation between inanimate subjects and this particular modal function (Coates 1983: 181). This would of course be the same for the full form. However, the relative frequency of the sequence with won’t alone points to a highly idiomatized expression that could easily outmatch other expressions competing for selection in such a communicative setting.[11] Again, the DCCA data corroborates this impression; compare it won’t hurt (obs: 118; exp: 39.6; G 2 simple: 100.9; surprisal: 5.7) versus it will not hurt (obs: 9; exp: 13.4; G 2 simple: −1.6; surprisal: 7.8).
Based on these observations and the quantitative findings, we endorse our initial proposal that negative modal contractions and their parent forms deserve to be treated separately, though with some important caveats. First, there is no doubt that any contraction and its corresponding full form will show notable overlap in their respective use. The historical relationship between a contracted form and its uncontracted relative simply produces such behavior. In the case of will not and won’t, the forms might be different enough to develop further idiosyncrasies and finally become fully autonomous. Second, when used with the same subject and the same verb infinitive, there is no reason to believe that the contracted and the uncontracted pattern convey a different meaning or communicative function. However, we suggest probabilistic tendencies, that is, even though, for example, I can’t help and I cannot help are possible, they are entrenched and conventionalized to different degrees. Third, the differences uncovered here are highly contingent not only on specific verbs but also specific subject choices. Won’t does not universally convey ‘epistemic prediction’ (see the example in 4a), nor does can’t always express ‘intrinsic inability’ (see the example in 2a). Rather there are some subj + v combinations that clearly favor the contracted pattern, whereas others favor the uncontracted one. Fourth, not all contractions behave alike in the sense that a differential treatment is feasible in every case. The previous sections have shown that in terms of formal as well as distributional properties, can’t and won’t seem to be much more emancipated than shouldn’t. It is thus an empirical question to decide whether assuming a common underlying representation in the form of a schema is merited or not (for a similar discussion on English modal enclitics, see Daugs 2022; cf. also Barðdal 2008; Hilpert 2013).
Against the backdrop of the EC-Model, it was suggested here that contractions and their parent forms represent differentially conventionalized utterance types at the level of the speech community. As such, they license usage events and will do so more effectively, the more a specific combination of subj + mod neg + v conforms with the established conventions. Also, contractions and their parent forms represent differentially entrenched, variable patterns of associations at the level of the individual speakers. As such, they are part of an emergent, dynamic, associative network, where specific combinations of subj + mod neg + v are more strongly routinized than others. In any case, each contraction as well as each full form (and all other models for that matter) can potentially convey different meanings. The polysemous nature of modal expressions has long been accepted and studied meticulously. In line with the distributional hypothesis (Firth 1957), the sense distribution of a contraction (or its parent forms) is contingent on the degree of entrenchment of the different kinds of associations, which, in turn, is contingent on usage intensity.[12] Figure 5 summarizes our claims in a highly simplified, idealized associative network for the cases of will not and won’t.

Idealized associative network of subj won’t v and subj will not v; line widths represent the relative strength of the respective association; color codings emphasize the relative preference of a pattern for conveying a specific modal function, as identified by the DCCA.
The visualization aims to capture the importance of connections over nodes, as it is essentially connections (i.e. the types of associations) that are entrenched to different degrees (Schmid 2020: 342–343). Based on sequences like I/we will not {accept, allow, permit, tolerate, …} uncovered by the DCCA, we could postulate a subj 1.pers will not v pattern that distinctively conveys ‘unwillingness’. From sequences like it/that/this won’t {happen, matter, cost, …}, a subj 3.pers.inanimate won ’t v pattern that is preferably used to express ‘epistemic prediction’ is also conceivable. In a CxG framework, these more specified patterns would correspond to meso-constructions (and, in some cases, even micro-constructions). If such lower-level instances give indication about the meaning differences between contractions and full forms, there is no reason beyond elegance to maintain the idea of a more schematic generalization that captures all the properties of both contractions and their parent forms. In fact, there is no reason to assume a general full form or contraction pattern. Instead, we can simply focus on the connections, which would allow us to stay close to the data, as corpus distributions provide insights about variation and change in the links rather than the nodes of a network; see Hilpert (2021: Ch. 3) for an intriguing discussion of the ‘fat node problem’ in CxG.
Finally, there are some conceptual and methodological issues to be considered. While it is generally acknowledged that usage intensity is crucial to both the cognitive entrenchment of patterns of associations and their conventionalization as utterance types in the speech community, the exact nature of this force in general and how to assess it from corpus and experimental data specifically continues to be subject of lively debates (see e.g. Blumenthal-Dramé 2012, 2017; Deshors and Gries 2022; Divjak and Caldwell-Harris 2015; Flach 2020; McConnell and Blumenthal-Dramé 2022; Schmid 2020; Stefanowitsch and Flach 2017). Given the multifacetedness of both entrenchment and conventionalization, different measures will account for different aspects of either. We are not going to rehearse these debates in full but instead briefly focus on two issues.
First, seeing that entrenchment is a process that happens in the minds of individual speakers (Schmid 2017: 10; Schmid and Mantlik 2015: 584; Schmid et al. 2021), aggregated corpus data as the default empirical source pose a conceptual as well as a methodological challenge (see also Petré and Anthonissen 2020 and references therein). Individual speaker variation is acknowledged here, but still our data represent somewhat of a black box in this regard. Any claim towards entrenchment must thus be taken with a grain of salt, since we are dealing with language data averaged across different speakers without knowing what and how much each speaker has actually contributed. Second, we need to review how we have operationalized degrees of entrenchment and conventionality in the present study. Essentially, the DCCA was used to test for cohesive combinations in three different subj × x n’t|not × v patterns, which basically translates into assessing the strength of syntagmatic associations, while accounting for paradigmatic associations at the same time. For this, we used two measures of collostructional strength: G 2 simple and surprisal (cf. Section 3.2). Schmid (2020: 52) argues that the degree of entrenchment (and arguably conventionalization) of syntagmatic associations can be approximated using transitional probabilities, but they need to be cross-checked against statistical measures that incorporate information about the overall corpus frequencies of the elements within a sequence as well as the corpus size (e.g. G 2). However, since the goal of collostructional analysis is to uncover clusters of semantically similar collexemes, we opted to give preference to G 2 simple, seeing that the rankings obtained were much easier to interpret. In fact, if preference had been given to surprisal, all patterns would have listed combinations of an inanimate or existential subject (e.g. it, that, which, there) and the stative verb be among the top configurations. What all this shows is that these subjects are simply an extremely strong syntagmatic signpost for activating expectations about the soon-to-follow stative verb because there are not very many highly frequent alternatives, regardless of the negative modal that is used along with them; see Coates (1983) on correlations and syntactic co-occurrence patterns of modal verbs in general. G 2 simple at least incorporates information about the paradigmatic alternations of a given pattern, which, among other factors, has been argued to determine the strength of syntagmatic associations during processing (cf. Schmid et al. 2021). Importantly, the configurations that turned out on top of the list based on G 2 simple-values usually also outperformed their competing variant in terms of surprisal-values.
To conclude, we have demonstrated that negative modal contractions (can’t, shouldn’t and won’t) and their parent forms (cannot, should not, will not) show some interesting distributional differences in that each pattern seems to have a relative preference for co-occurring with specific subjects and verb infinitives, thereby conveying a specific modal meaning (i.e. ‘deontic’, ‘dynamic’, ‘epistemic’). We explicitly adopted a radically usage-based perspective by treating each contraction and its corresponding full form as conventionalized utterances and differentially entrenched variable patterns of associations. In order to assess the strength of the associations that each pattern triggers, our aim was to identify cohesive subj mod neg v combinations by means of DCCA, the latest member of the family of collostructional methods. The major advantages of DCCA are that it allows the researcher to adopt a broader perspective on alternating patterns by incorporating more co-text and that it also allows for distributional overlaps, which, specifically in the present case, seems to capture the relationship between such closely related patterns more accurately. In sum, our data indicate that differences in meaning or function between contractions and full forms seem to manifest in more specified, less schematic patterns, which is in accordance with the dynamic, minimal abstractionist view of exemplar-based, network-oriented models (cf. also Daugs 2022).
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