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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Using distributional data to explore derivational under- markedness: a study of the event/property polysemy in nominalization</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Fabio Montermini CLLE-ERSS</string-name>
          <email>fabio.montermini@univ-tlse2.fr</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>CNRS &amp; Université de Toulouse 2 Jean Jaurès</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Copyright © by Fabio Montermini. Copying permitted for private and academic purposes. In Vito Pirrelli, Claudia Marzi, Marcello Ferro (eds.): Word Structure and Word Usage. Proceedings of the NetWordS Final Conference</institution>
          ,
          <addr-line>Pisa</addr-line>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Geert Booij. 2010. Construction Morphology. Oxford University Press</institution>
          ,
          <addr-line>Oxford</addr-line>
        </aff>
      </contrib-group>
      <pub-date>
        <year>1995</year>
      </pub-date>
      <fpage>76</fpage>
      <lpage>80</lpage>
      <abstract>
        <p>This paper proposes a corpus-based analysis of deverbal suffixed nouns in Italian displaying an ambiguity between a clear event reading (partenza 'departure') and a clear property reading (intelligenza 'intelligence'). It focuses, in particular on words derived with the suffixes -nza and -zione. Three sets of syntactic contexts for words containing the two suffixes (high- and low-frequency -nza words and high-frequency -zione words) were extracted from a large corpus of contemporary Italian and coded according to their semantic reading. The comparison of the three datasets, on the one side, confirms an evolution, already observed in the literature, of -nza from a typically deverbal action suffix to a typically deadjectival property suffix, and, on the other side, shows that the same ambiguity is observed with -zione nouns, although, unlike the case of -nza, in this case it remains a marginal feature. The results obtained show the interest of large-scale empirical observations for the analysis of morphological phenomena, and militate in favour of a model in which (regular) polysemy should be considered as a constituting property of derived words.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Although having a strong empirical basis is an
important feature of most current studies of
morphological derivational phenomena, these are
often realized on (sometimes very large) series of
complex words taken in isolation, or on the basis
of some examples which are intended to
exemplify the totality of the uses a derived lexeme can
enter into, or at least the most common,
‘unmarked’, ones. This approach is reductive,
however, especially in the study of the semantics of
derivational processes, given the pervasiveness
and systematicity of such phenomena as
polysemy, semantic underspecification, etc. The first
goal of this talk is thus to present arguments in
favor of an usage-based model of derivational
morphology, i.e. an approach in which the
properties of complex lexemes, and the rules by
which they are formed, are investigated via a
thorough observation of their real contexts of
use. The perspective adopted here is an
exemplar-based one, in the sense that morphological
competence is considered to emerge on the basis
of the linguistic material speakers are exposed to,
and that this dynamics can be simulated by
taking into account large amounts of real usage
data. The analysis presented can also be qualified
as distributional, since it is inspired, in its
fundamental assumption, by distributionalist
approaches which are current in semantics (cf.
Lenci, 2008 for an overview), according to
which there is a correlation between a unit’s
meaning and its syntactic distribution.</p>
      <p>The second goal of the talk is to provide
evidence in favor of a non-compositional view of
morphological derivation, according to which the
semantic properties of complex lexemes cannot
be simply computed on the basis of the
subelements they contain, but rather on the basis of
the lexical relations they enter into. The lack of
full isomorphism between the form and the
meaning of complex lexemes has been observed
and investigated in many cases and in many
languages. These include cases of over-marking,
where an element (e.g. an affix) is present
without carrying any evident meaning (cf. Roché,
2009, among others, for several examples in
French), and parallel cases of under-marking,
where a relevant semantic differentiation lacks
an overt formal counterpart. The existence of the
latter has been observed since a long time, and is
linked with several other phenomena which are
well known in the literature on morphology and
semantics, including (regular) polysemy (Booij,
2010: 78-79), multifunctionality (Luschützky
and Rainer, 2013), morphological recycling
(Hathout, 2011), etc. Morphological
undermarking, precisely, constitutes the main focus of
the analysis proposed here.
2</p>
    </sec>
    <sec id="sec-2">
      <title>The data</title>
      <p>
        In several languages, deverbal nouns present
several instances of systematic polysemy, some
of which are well described in the literature
        <xref ref-type="bibr" rid="ref2 ref3">(e.g.
action / result, cf. Rainer, 1996, Bisetto and
Melloni, 2007)</xref>
        . In particular, this paper is focused on
cases of nominalization which, in spite of their
frequency, have received less attention (but cf.
Kerleroux, 2008 on French) namely deverbal
nouns displaying an ambiguity between an event
and a property reading, as in the following
examples for the lexeme vigilanza in Italian:
(1)
la polizia ha effettuato una vigilanza continua
‘police guaranteed a continuous control’
vs.
la sua vigilanza è calata del 50%
‘his/her attention decreased of 50%’
Although Italian is the main focus of this paper,
it should be observed that the same ambiguity
can be observed in other Romance languages
(and in English), involving several cognate
affixes, such as those derived from Latin -antia, -atio,
-mentum, -tura. In fact, this ambiguity should
probably be ascribed to a specific property
deverbal suffixes possessed in Latin (cf. (2)),
since it is not observed with other morphological
processes which cannot be directly linked to
corresponding Latin constructions, such as
verbnoun conversions or the (Germanic) deverbal
suffix -al in English:
(2)
Lat.: adaequatio (‘adequacy’), observantia
(‘observation’)
The polysemy in question can also be linked to
the larger spectrum of meanings that have been
observed for deverbal nouns; the typical event
reading and the typical property reading, in fact,
can be considered as the two poles of a
continuum which includes the nominalization of more or
less permanent states (cf. Fradin, 2011, 2014):
(3)
una partenza / *latitanza / *intelligenza istantanea
‘an instant departure / lam / intelligence’
una *partenza / latitanza / *intelligenza di due mesi
‘a two-month departure / lam / intelligence’
una *partenza / *latitanza / intelligenza ammirevole
‘an admirable departure / lam / intelligence’
Roughly, we can distinguish the three types
above according to four dimensions, as
exemplified in Table 1.
partenza
latitanza
intelligenza
action
+
+
–
punctual
+
–
–
bound
+
+
–
quantifiable
+
–
–
      </p>
      <p>
        More specifically, the analysis presented has
been carried on on nominalizations containing
the two suffixes -nza and -zione1, which share
the property that, when they are constructed on a
verb, they are linked, formally and semantically,
to its participle (respectively, the present and the
past participles) or to the homophonous adjective
(accogliere / accogliente ⇒ accoglienza
‘acceptance’; educare / educato ⇒ educazione
‘education’). In addition, they can also be
constructed on an adjective lacking a verbal counterpart
(cf. frequente ⇒ frequenza ‘frequency’; perfetto
⇒ perfezione ‘perfection’), and in this case, base
adjectives more often correspond to an
individual-level predicate. In spite of their similarities,
however, derived nouns in -nza and in -zione
present several important differences. The most
relevant one is probably the fact that while -nza
is mainly attached to stative verbs (cf. Gaeta
2002), i.e. verbs which are semantically closer to
(individual-level) adjectives (cf. Chierchia 1995:
177), no such tendency is observed with -zione,
which, on the contrary, seems to display a
preference for active event verbs. Consequently,
apart from some exceptions (cf. partenza
‘departure’), the property reading can be virtually
applied to all -nza nouns, at least in some of their
uses, while for -zione the situation is reversed:
1 In fact, both suffixes may present several different forms
in surface, whose selection depends on the form of the base
they attach to. The forms given are intended to be labels for
more abstract formal representations
        <xref ref-type="bibr" rid="ref5">(on the formal
problems posed by –nza and –zione cf., respectively, Gaeta,
2002: 127-129; Gaeta 2004, 346-348; Thornton, 1990;
Montermini, 2010)</xref>
        .
most of them do not allow this reading, while
others accept it, a behavior for which no clear
systematicity can be identified:
(4)
a. determinazione
‘determination’ / ‘determinedness’
educazione
‘education’ / ‘educatedness’
b. istruzione
‘instruction’ / *‘educatedness’
risoluzione
‘resolution’ / *‘determinedness’
In addition to the general features described
above, some empirical observations motivate a
deeper large-scale observation of the two
derivational processes in question. First, for some of
the -nza nouns displaying an event reading there
exists a corresponding noun containing extra
morphological material denoting a property (cf.
assistenza ‘assistance’ ⇒ assistenzialità);
similarly, to a past participle can correspond a
derived noun denoting a property, either in
concurrence with a -zione noun or not (cf. risoluto ⇒
risolutezza, determinato ⇒ determinatezza (vs.
determinazione). Second, the observation of real
language use shows that lexemes with a typical
event meaning can be used as property nouns,
and vice-versa, like in the following examples
taken from the Web:
(5) La produzione basata sulla concorrenza del
prezzo tende a tagliare i costi sostenuti dalla
produzione basata sulla qualità.
‘Production based on low prices (lit. price
concurrence) tends to cut the costs incurred by
quality based production’.
      </p>
      <p>Paolo […] era un uomo di estrazione nobile, di
grande educazione e istruzione ed estremamente
religioso e timorato di Dio.
‘St. Paul […] was a man of noble lineage, highly
educated and very cultivated (lit. of great
education and instruction), and extremely religious and
God-fearing’.</p>
      <p>Finally, as shown by Benincà and Penello
(2005), and as confirmed by the data I have
analyzed, while nouns with a pure event reading
were the predominant output for -nza in ancient
Italian, it is more employed today for the
construction of property nouns. On the other hand,
no comparable shift can be observed for -zione.
3</p>
    </sec>
    <sec id="sec-3">
      <title>The analysis</title>
      <p>In order to test the distribution of meanings
for -nza and -zione nouns, in particular along the
event / property divide, I extracted the 61 most
frequent lexemes in -anza and -enza (the two
possible formal variants)2 in the CorIs3, a large
corpus of written Italian. For each of the lexemes
in question, 100 contexts of occurrence were
randomly selected, each of which was
semantically coded according to its compatibility with
one of the two meanings in question. In
particular, the coding was based on such properties as
the possibility of being determined by
quantification or a measure adjective, or the presence /
absence of temporal boundaries.</p>
      <p>Figure 1 shows the distribution of meanings
according to the class of the base (verb vs.
adjective), and, as expected, a strong correlation
between verbal bases and event reading, on the one
side, and adjectival bases and property reading,
on the other, are observed. The diagram also
shows that, for the most frequent -nza nouns, the
two schemes are more or less equally available.
In order to measure the functioning of this
morphological process in the speakers’ synchronic
competence, the same procedure was applied to
low-frequency words containing -nza in the same
corpus (62 lexemes overall having a frequency ≤
3, 88 contexts overall). In this case, as shown in
Figure 2, a strong preference of -nza for
adjectival bases and for the property reading can be
observed.
2 The lexemes in question range from presenza (frequency
19,671) to indifferenza (frequency 1,671). Of course, the
least was cleared from all lexemes ending in -nza that could
not be clearly linked to a synchronically existing word.
3 http://corpora.dslo.unibo.it/coris_ita.html.</p>
      <p>This result confirms the observation, mentioned
above, that in the history of Italian -nza evolved
from a (mainly) deverbal suffix forming event
nouns to a (mainly) deadjectival suffix forming
property nouns.</p>
      <p>Moreover, in order to determine whether the
features identified for -nza are specific to this
construction or belong to deverbal nominal
suffixes in general, the same procedure was further
applied to a comparable set of words in -zione
(including some possible formal variants,
like -sione), namely the 61 most frequent forms
in the CorIs4.
As Figure 3 shows, the event / property
polysemy remains marginal for -zione, thus suggesting
that, while this polysemy can be considered as a
constitutive property of the -nza word formation
pattern, while it constitutes a rare and marked
subpattern for -zione.
4 Ranging from amministrazione (frequency 17,139) to
previsione (frequency 3,987).</p>
      <p>Bernard Fradin. 2011. Remarks on state denoting
nominalizations. Recherches linguistiques de
Vincennes, 40: 73-99.</p>
      <p>Bernard Fradin. 2014. La variante et le double. In: F.</p>
      <p>Villoing, S. David and S. Leroy (eds.)
Foisonnements morphologiques. Études en hommage à
Françoise Kerleroux, 109-147. Nanterre: Presses
Universitaires de Paris Ouest.</p>
      <p>Livio Gaeta. 2002. Quando i verbi compaiono come
nomi. Un saggio di morfologia naturale.
FrancoAngeli, Milano.</p>
      <p>Nabil Hathout. 2011. Une approche typologique de la
construction des mots. In: M. Roché, G. Boyé, N.
Hathout, S. Lignon, M. Plénat, Des unités
morphologiques au lexique, 251-318. Paris:
Hermès – Lavoisier.</p>
      <p>Françoise Kerleroux. 2008. Des noms indisctincts. In:
B. Fradin (ed.), La raison morphologique.
Hommage à la mémoire de Danielle Corbin, 113-132.</p>
      <p>Amsterdam / Philadelphia: John Benjamins.
Alessandro Lenci. 2008. Distributional semantics in
linguistic and cognitive research. A foreword.
Rivista di Linguistica, 20.1: 1-30.</p>
      <p>Hans C. Luschützky, and Franz Rainer. 2013.
Instrument and place nouns: A typological and
diachronic perspective. Linguistics, 51.6: 1301-1359.
Fabio Montermini. 2010. The lexical representation of
nouns and adjectives in Romance languages.
Recherches linguistiques de Vincennes, 39: 135-161.</p>
    </sec>
  </body>
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