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Pie Model for Classical French -- Part-of-Speech and Morphology (CATTEX2009-max)

Camps, Jean-Baptiste; Gabay, Simon; Clérice, Thibault; Cafiero, Florian


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    <dct:title>Pie Model for Classical French -- Part-of-Speech and Morphology (CATTEX2009-max)</dct:title>
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    <dcat:keyword>Natural language processing</dcat:keyword>
    <dcat:keyword>Part-of-speech tagging</dcat:keyword>
    <dcat:keyword>Classical French</dcat:keyword>
    <dcat:keyword>French Language</dcat:keyword>
    <dcat:keyword>Deep Learning</dcat:keyword>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2020-03-04</dct:issued>
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    <dct:description>&lt;p&gt;Pie Model for Classical French, for Part-of-Speech and Morphology tags (CATTEX2009-max).&lt;/p&gt; &lt;p&gt;Trained on a corpus of Classical French Theatre.&lt;/p&gt; &lt;p&gt;&lt;strong&gt;More information&lt;/strong&gt;:&lt;/p&gt; &lt;p&gt;- &lt;em&gt;corpus&lt;/em&gt;: Camps, Jean-Baptiste, &amp;amp; Cafiero, Florian. (2019). Stylometric Analysis of Classical French Theatre [Data set]. Zenodo. &lt;a href="http://doi.org/10.5281/zenodo.3353421"&gt;http://doi.org/10.5281/zenodo.3353421&lt;/a&gt;.&lt;/p&gt; &lt;p&gt;- F. Cafiero and J.B. Camps, Why Moli&amp;egrave;re most likely did write his plays, &lt;em&gt;Science Advances&lt;/em&gt;, 27 Nov 2019: Vol. 5, no. 11, eaax5489, DOI: 10.1126/sciadv.aax5489, &lt;a href="https://advances.sciencemag.org/content/5/11/eaax5489/"&gt;https://advances.sciencemag.org/content/5/11/eaax5489/&lt;/a&gt;.&lt;/p&gt; &lt;p&gt;- J.B. Camps, S. Gabay, Th. Cl&amp;eacute;rice and F. Cafiero, Corpus and Models for Lemmatisation and POS-tagging of Classical French Theatre, to be published.&lt;/p&gt; &lt;p&gt;&lt;strong&gt;Current results on test data:&lt;/strong&gt;&lt;/p&gt; &lt;p&gt;::: Evaluation report for task: pos :::&lt;/p&gt; &lt;p&gt;all:&lt;br&gt; &amp;nbsp; accuracy: 0.9701&lt;br&gt; &amp;nbsp; precision: 0.92&lt;br&gt; &amp;nbsp; recall: 0.8964&lt;br&gt; &amp;nbsp; support: 4181&lt;br&gt; ambiguous-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.9229&lt;br&gt; &amp;nbsp; precision: 0.9203&lt;br&gt; &amp;nbsp; recall: 0.9175&lt;br&gt; &amp;nbsp; support: 934&lt;br&gt; unknown-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.8165&lt;br&gt; &amp;nbsp; precision: 0.4798&lt;br&gt; &amp;nbsp; recall: 0.4904&lt;br&gt; &amp;nbsp; support: 218&lt;/p&gt; &lt;p&gt;::: Evaluation report for task: MODE :::&lt;/p&gt; &lt;p&gt;all:&lt;br&gt; &amp;nbsp; accuracy: 0.9818&lt;br&gt; &amp;nbsp; precision: 0.8765&lt;br&gt; &amp;nbsp; recall: 0.8517&lt;br&gt; &amp;nbsp; support: 4181&lt;br&gt; ambiguous-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.84&lt;br&gt; &amp;nbsp; precision: 0.8483&lt;br&gt; &amp;nbsp; recall: 0.7612&lt;br&gt; &amp;nbsp; support: 125&lt;br&gt; unknown-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.8211&lt;br&gt; &amp;nbsp; precision: 0.7256&lt;br&gt; &amp;nbsp; recall: 0.658&lt;br&gt; &amp;nbsp; support: 218&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Classification report :::&lt;/p&gt; &lt;p&gt;| target&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | precision | recall | f1-score | support |&lt;br&gt; |-------------|-----------|--------|----------|---------|&lt;br&gt; | MODE=con&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.81&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.94&amp;nbsp;&amp;nbsp; | 0.87&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 18&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | MODE=imp&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.83&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.78&amp;nbsp;&amp;nbsp; | 0.80&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 68&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | MODE=ind&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.91&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.92&amp;nbsp;&amp;nbsp; | 0.92&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 341&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | MODE=sub&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.84&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.62&amp;nbsp;&amp;nbsp; | 0.71&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 60&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | MODE=x&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 3694&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | avg / total | 0.88&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.85&amp;nbsp;&amp;nbsp; | 0.86&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 4181&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Evaluation report for task: TEMPS :::&lt;/p&gt; &lt;p&gt;all:&lt;br&gt; &amp;nbsp; accuracy: 0.9871&lt;br&gt; &amp;nbsp; precision: 0.9305&lt;br&gt; &amp;nbsp; recall: 0.9259&lt;br&gt; &amp;nbsp; support: 4181&lt;br&gt; ambiguous-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.9135&lt;br&gt; &amp;nbsp; precision: 0.623&lt;br&gt; &amp;nbsp; recall: 0.6072&lt;br&gt; &amp;nbsp; support: 104&lt;br&gt; unknown-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.8394&lt;br&gt; &amp;nbsp; precision: 0.8693&lt;br&gt; &amp;nbsp; recall: 0.5399&lt;br&gt; &amp;nbsp; support: 218&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Classification report :::&lt;/p&gt; &lt;p&gt;| target&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | precision | recall | f1-score | support |&lt;br&gt; |-------------|-----------|--------|----------|---------|&lt;br&gt; | TEMPS=fut&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.85&amp;nbsp;&amp;nbsp; | 0.91&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 47&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | TEMPS=ipf&amp;nbsp;&amp;nbsp; | 0.93&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.88&amp;nbsp;&amp;nbsp; | 0.90&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 16&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | TEMPS=psp&amp;nbsp;&amp;nbsp; | 0.80&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 0.89&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 4&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | TEMPS=pst&amp;nbsp;&amp;nbsp; | 0.95&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.91&amp;nbsp;&amp;nbsp; | 0.93&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 334&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | TEMPS=x&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 3780&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | avg / total | 0.93&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.93&amp;nbsp;&amp;nbsp; | 0.92&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 4181&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Evaluation report for task: PERS :::&lt;/p&gt; &lt;p&gt;all:&lt;br&gt; &amp;nbsp; accuracy: 0.9859&lt;br&gt; &amp;nbsp; precision: 0.9821&lt;br&gt; &amp;nbsp; recall: 0.9668&lt;br&gt; &amp;nbsp; support: 4181&lt;br&gt; ambiguous-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.942&lt;br&gt; &amp;nbsp; precision: 0.9178&lt;br&gt; &amp;nbsp; recall: 0.9188&lt;br&gt; &amp;nbsp; support: 362&lt;br&gt; unknown-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.8394&lt;br&gt; &amp;nbsp; precision: 0.9426&lt;br&gt; &amp;nbsp; recall: 0.6344&lt;br&gt; &amp;nbsp; support: 218&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Classification report :::&lt;/p&gt; &lt;p&gt;| target&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | precision | recall | f1-score | support |&lt;br&gt; |-------------|-----------|--------|----------|---------|&lt;br&gt; | PERS.=1&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.96&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 429&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | PERS.=2&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 258&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | PERS.=3&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.94&amp;nbsp;&amp;nbsp; | 0.96&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 410&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | PERS.=x&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 3084&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | avg / total | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 4181&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Evaluation report for task: NOMB :::&lt;/p&gt; &lt;p&gt;all:&lt;br&gt; &amp;nbsp; accuracy: 0.9797&lt;br&gt; &amp;nbsp; precision: 0.9809&lt;br&gt; &amp;nbsp; recall: 0.9733&lt;br&gt; &amp;nbsp; support: 4181&lt;br&gt; ambiguous-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.7865&lt;br&gt; &amp;nbsp; precision: 0.7511&lt;br&gt; &amp;nbsp; recall: 0.6884&lt;br&gt; &amp;nbsp; support: 192&lt;br&gt; unknown-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.8349&lt;br&gt; &amp;nbsp; precision: 0.7918&lt;br&gt; &amp;nbsp; recall: 0.7729&lt;br&gt; &amp;nbsp; support: 218&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Classification report :::&lt;/p&gt; &lt;p&gt;| target&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | precision | recall | f1-score | support |&lt;br&gt; |-------------|-----------|--------|----------|---------|&lt;br&gt; | NOMB.=p&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.95&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 545&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | NOMB.=s&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1831&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | NOMB.=x&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1805&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | avg / total | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 4181&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;/p&gt; &lt;p&gt;::: Evaluation report for task: GENRE :::&lt;/p&gt; &lt;p&gt;all:&lt;br&gt; &amp;nbsp; accuracy: 0.9749&lt;br&gt; &amp;nbsp; precision: 0.969&lt;br&gt; &amp;nbsp; recall: 0.9685&lt;br&gt; &amp;nbsp; support: 4181&lt;br&gt; ambiguous-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.9118&lt;br&gt; &amp;nbsp; precision: 0.9063&lt;br&gt; &amp;nbsp; recall: 0.9208&lt;br&gt; &amp;nbsp; support: 465&lt;br&gt; unknown-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.7385&lt;br&gt; &amp;nbsp; precision: 0.7097&lt;br&gt; &amp;nbsp; recall: 0.6977&lt;br&gt; &amp;nbsp; support: 218&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Classification report :::&lt;/p&gt; &lt;p&gt;| target&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | precision | recall | f1-score | support |&lt;br&gt; |-------------|-----------|--------|----------|---------|&lt;br&gt; | GENRE=f&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.92&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.94&amp;nbsp;&amp;nbsp; | 0.93&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 387&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | GENRE=m&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.94&amp;nbsp;&amp;nbsp; | 0.96&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 940&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | GENRE=n&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 45&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | GENRE=x&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 2809&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | avg / total | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 4181&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Evaluation report for task: CAS :::&lt;/p&gt; &lt;p&gt;all:&lt;br&gt; &amp;nbsp; accuracy: 0.9983&lt;br&gt; &amp;nbsp; precision: 0.9957&lt;br&gt; &amp;nbsp; recall: 0.9901&lt;br&gt; &amp;nbsp; support: 4181&lt;br&gt; ambiguous-tokens:&lt;br&gt; &amp;nbsp; accuracy: 0.9648&lt;br&gt; &amp;nbsp; precision: 0.9796&lt;br&gt; &amp;nbsp; recall: 0.9692&lt;br&gt; &amp;nbsp; support: 199&lt;br&gt; unknown-tokens:&lt;br&gt; &amp;nbsp; accuracy: 1.0&lt;br&gt; &amp;nbsp; precision: 1.0&lt;br&gt; &amp;nbsp; recall: 1.0&lt;br&gt; &amp;nbsp; support: 218&lt;/p&gt; &lt;p&gt;&lt;br&gt; ::: Classification report :::&lt;/p&gt; &lt;p&gt;| target&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | precision | recall | f1-score | support |&lt;br&gt; |-------------|-----------|--------|----------|---------|&lt;br&gt; | CAS=i&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 46&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | CAS=n&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 190&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | CAS=r&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.98&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.96&amp;nbsp;&amp;nbsp; | 0.97&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 128&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | CAS=x&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp; | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 3817&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;br&gt; | avg / total | 1.00&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp; | 0.99&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; | 4181&amp;nbsp;&amp;nbsp;&amp;nbsp; |&lt;/p&gt; &lt;p&gt;&amp;nbsp;&lt;/p&gt;</dct:description>
    <dct:description>{"references": ["Cafiero and Camps (2019). Why Moli\u00e8re most likely did write his plays, Science Advances, 27 Nov 2019: Vol. 5, no. 11, eaax5489, DOI: 10.1126/sciadv.aax5489,", "Camps, Gabay, Cl\u00e9rice and Cafiero (to be published). Corpus and Models for Lemmatisation and POS-tagging of Classical French Theatre."]}</dct:description>
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