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        <title>Crosslinguistic Corpus Studies in Linguistic Typology</title>
        <author>Stefan Schnell</author>
        <author>Nils Norman Schiborr</author>
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        <bibl>
          <title>Crosslinguistic Corpus Studies in Linguistic Typology</title>
          <date>2022</date>
          <publisher>Annual Review of Linguistics</publisher>
          <idno type="DOI">10.1146/annurev-linguistics-031120-104629</idno>
          
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        <label>existence</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t1" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>corpus-based typology</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t2" type="method" ana="#method" resp="#paper">
        <label>review</label>
        <term>review</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t3" type="mechanisms" ana="#mechanisms[0]" resp="#tagger">
        <label>mechanisms</label>
        <term>Conventionalised orders minimise total dependency length, and because a dependent tree then sits closer to the higher head it hangs from, harmonic (cross-domain aligned) word order falls out as a by-product.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t4" type="mechanisms" ana="#mechanisms[1]" resp="#tagger">
        <label>mechanisms</label>
        <term>Keeping a head adjacent to the head of its dependent lets the hearer recognise higher-order constituency sooner, which is why languages converge on harmonic orders.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t5" type="mechanisms" ana="#mechanisms[2]" resp="#tagger">
        <label>mechanisms</label>
        <term>Nouns anchor referring expressions and so open a wider set of lexical and referential choices, making them harder to plan, which shows up as slower speech and pausing just before them.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t6" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>The authors&#x27; own exploratory comparison of noun-phrase lengths in Universal Dependencies versus Multi-CAST is presented as preliminary.</label>
        <note>what this limits: the DLM comparison specifically: MORE DETAILED INVESTIGATIONS ARE REQUIRED, these being INITIAL OBSERVATIONS</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t7" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>Corpus representativeness is identified as the field&#x27;s most pressing unsolved problem.</label>
        <note>what this limits: every crosslinguistic corpus result in the field: THE MOST PRESSING ISSUE IN CBT IS THE REPRESENTATIVENESS OF CORPORA USABLE FOR CROSSLINGUISTIC RESEARCH</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t8" type="limitations" ana="#limitations[2]" resp="#tagger">
        <label>Spoken and especially interactional language use is badly under-represented in available corpora.</label>
        <note>what this limits: any claim about spoken or conversational language: THERE IS A BLATANT SHORTAGE OF SPOKEN-LANGUAGE DATA FROM A LARGER RANGE OF LANGUAGES, [and] EVEN LESS INTERACTIONAL LANGUAGE USE</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t9" type="limitations" ana="#limitations[3]" resp="#tagger" cert="1.0">
        <label>The review names its field&#x27;s outstanding problem as the corpora themselves: they are not yet crosslinguistically representative, and spoken or signed texts are what is missing.</label>
        <note>what this limits: any crosslinguistic generalisation drawn from these corpora: the review names more representative corpora including spoken or signed texts as a remaining challenge for the field</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t10" type="limitations" ana="#limitations[4]" resp="#tagger" cert="1.0">
        <label>The texts that would be comparable are frequently not obtainable, and copyright is named as one of the reasons, so what can be compared is set by access rather than by the research question.</label>
        <note>what this limits: the coverage of stimuli-based elicited texts in this field: they are crucial for projects needing comparability, and the review states they are rarely published as organized web-accessible corpora and often not openly accessible</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t11" type="concepts" ana="#concepts[0]" resp="#paper">
        <label>corpus-based typology</label>
        <term>corpus-based typology</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t12" type="concepts" ana="#concepts[1]" resp="#paper">
        <label>utterance populations</label>
        <term>utterance populations</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t13" type="concepts" ana="#concepts[2]" resp="#paper">
        <label>grammar-based typology</label>
        <term>grammar-based typology</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t14" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>language - AS A POPULATION OF UTTERANCE TOKENS: the corpus-based conception, in which an individual corpus is a SAMPLE of that population rather than the language itself</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t15" type="senses" ana="#senses[1]" resp="#tagger" cert="1.0">
        <label>language - AS A MONOLITHIC ENTITY shared by all members of a speech community: the conception the corpus-based view is explicitly defined against</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t16" type="senses" ana="#senses[2]" resp="#tagger" cert="1.0">
        <label>word order - a CATEGORICAL property in some languages and a probabilistic one in most: Tamil at 0% and Arabic at 100% VO, while most languages show variability with a preference</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>builds-on → Haig et al. (2011)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="claim_relations" ana="#claim_relations[1]" resp="#tagger">
        <label>contradicts → Du Bois (1987) discourse ergativity</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="concept_edges" ana="#concept_edges[0]" resp="#tagger">
        <label>corpus-based typology —contrasted-with→ grammar-based typology</label>
        <term>corpus-based typology</term>
        <term>grammar-based typology</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t20" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger">
        <label>regression</label>
        <term>regression</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>mean</label>
        <term>mean</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>standard deviation</label>
        <term>standard deviation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t23" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger">
        <label>Corpus-based typology largely reproduces the classifications of grammar-based typology, but adds finer-grained, quantitatively explicit detail and robustness.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger">
        <label>In the authors&#x27; own comparison, long noun phrases are far commoner in the written Universal Dependencies corpora (about 36% of NPs at least four dependencies long) than in the spoken Multi-CAST corpora (about 12%).</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger">
        <label>Spoken texts seem to lack the prerequisite for DLM effects: phrases or local dependency trees long enough for dependency length to matter.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger">
        <label>Across 12 spoken corpora, subjects inside a same-subject reference chain are about 15-20% likelier to be realised as zero than subjects elsewhere, regardless of the language&#x27;s overall zero rate.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger">
        <label>Nearly every language with a zero-subject rate above 70% has fully grammaticalised, transparent subject agreement, the exceptions being Mandarin and Jinghpaw.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger">
        <label>Haig &amp; Schnell (2016) and Schnell et al. (2021) find no support for discourse ergativity: S shows a lower rate of newness and full-NP expression than P.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>Slower articulation and pausing are significantly more likely just before nouns than before verbs.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="content_tags" ana="#content_tags.findings[7]" resp="#tagger">
        <label>Word-order entropy trades off against case marking: the less confusable subject and object are by case, the freer their relative order.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="content_tags" ana="#content_tags.findings[8]" resp="#tagger">
        <label>The largest annotated multilingual resource is typologically skewed - 24 million tokens across 104 languages, more than half of them Indo-European.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="content_tags" ana="#content_tags.findings[9]" resp="#tagger">
        <label>Spoken-language data are scarce in corpus-based typology, and conversational data scarcer still.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger">
        <label>corpus-based typology (CBT)</label>
        <term>corpus-based typology (CBT)</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="content_tags" ana="#content_tags.definitions[2]" resp="#tagger">
        <label>grammar-based typology (GBT)</label>
        <term>grammar-based typology (GBT)</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="content_tags" ana="#content_tags.definitions[3]" resp="#tagger">
        <label>parallel text corpora</label>
        <term>parallel text corpora</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="content_tags" ana="#content_tags.definitions[4]" resp="#tagger">
        <label>parallax text corpora</label>
        <term>parallax text corpora</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="content_tags" ana="#content_tags.definitions[5]" resp="#tagger">
        <label>original text corpora</label>
        <term>original text corpora</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="content_tags" ana="#content_tags.definitions[6]" resp="#tagger">
        <label>dependency length minimization (DLM)</label>
        <term>dependency length minimization (DLM)</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="content_tags" ana="#content_tags.definitions[7]" resp="#tagger">
        <label>discourse ergativity</label>
        <term>discourse ergativity</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="content_tags" ana="#content_tags.variables[1]" resp="#tagger">
        <label>NP length</label>
        <term>NP length</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="content_tags" ana="#content_tags.variables[2]" resp="#tagger">
        <label>proportions of zeros</label>
        <term>proportions of zeros</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger">
        <label>36% ... 12% — share of noun phrases at least four dependencies long in the written UD corpora versus the spoken Multi-CAST corpora</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger">
        <label>15–20% — extra likelihood that a chain-medial subject is zero rather than a pronoun, compared with subjects outside a same-subject chain</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger">
        <label>β1 = 0.84 — regression coefficient of the fit relating zero rates inside versus outside same-subject chains, with intercept 24.77</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger">
        <label>1,257 — languages covered by the Parallel Bible Corpus, averaging 10,707 verses per language</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="content_tags" ana="#content_tags.quantities[4]" resp="#tagger">
        <label>464 — languages for which a Universal Declaration of Human Rights translation exists, averaging 1,694 words each</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="content_tags" ana="#content_tags.quantities[5]" resp="#tagger">
        <label>24 million — word tokens in Universal Dependencies v2.7, spread over 104 languages of which over half are Indo-European</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="content_tags" ana="#content_tags.quantities[6]" resp="#tagger">
        <label>131,574 — mean word-token size of an individual language corpus in Universal Dependencies</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="content_tags" ana="#content_tags.quantities[7]" resp="#tagger">
        <label>143 ... 74 — UD corpora, and languages they come from, used in the authors&#x27; own NP-length analysis after excluding 37 with under 1,000 data points</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <p><note type="rights">The full text of this article is not redistributable, so it is
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      grounding status remain. The article itself is at https://doi.org/10.1146/annurev-linguistics-031120-104629.</note></p>
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