Starting from a wide set of linguistic features, we present the first in depth feature analysis in two different Native Language Identification (NLI) scenarios. We compare the results obtained in a traditional NLI document classification task and in a newly introduced sentence classification task, investigating the different role played by the considered features. Finally, we study the impact of a set of selected features extracted from the sentence classifier in document classification.
Sentences and documents in native language identification
Cimino A;Dell'Orletta F;Brunato D;Venturi G
2018
Abstract
Starting from a wide set of linguistic features, we present the first in depth feature analysis in two different Native Language Identification (NLI) scenarios. We compare the results obtained in a traditional NLI document classification task and in a newly introduced sentence classification task, investigating the different role played by the considered features. Finally, we study the impact of a set of selected features extracted from the sentence classifier in document classification.| Campo DC | Valore | Lingua |
|---|---|---|
| dc.authority.anceserie | CEUR WORKSHOP PROCEEDINGS | - |
| dc.authority.anceserie | CEUR Workshop Proceedings | - |
| dc.authority.orgunit | Istituto di linguistica computazionale "Antonio Zampolli" - ILC | - |
| dc.authority.people | Cimino A | it |
| dc.authority.people | Dell'Orletta F | it |
| dc.authority.people | Brunato D | it |
| dc.authority.people | Venturi G | it |
| dc.collection.id.s | 71c7200a-7c5f-4e83-8d57-d3d2ba88f40d | * |
| dc.collection.name | 04.01 Contributo in Atti di convegno | * |
| dc.contributor.appartenenza | Istituto di linguistica computazionale "Antonio Zampolli" - ILC | * |
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| dc.date.accessioned | 2024/02/21 06:02:38 | - |
| dc.date.available | 2024/02/21 06:02:38 | - |
| dc.date.issued | 2018 | - |
| dc.description.abstracteng | Starting from a wide set of linguistic features, we present the first in depth feature analysis in two different Native Language Identification (NLI) scenarios. We compare the results obtained in a traditional NLI document classification task and in a newly introduced sentence classification task, investigating the different role played by the considered features. Finally, we study the impact of a set of selected features extracted from the sentence classifier in document classification. | - |
| dc.description.affiliations | Istituto di Linguistica Computazionale Antonio Zampolli (ILC-CNR), ItaliaNLP Lab., , Italy | - |
| dc.description.allpeople | Cimino A.; Dell'Orletta F.; Brunato D.; Venturi G. | - |
| dc.description.allpeopleoriginal | Cimino A.; Dell'Orletta F.; Brunato D.; Venturi G. | - |
| dc.description.fulltext | none | en |
| dc.description.numberofauthors | 4 | - |
| dc.identifier.scopus | 2-s2.0-85057749754 | - |
| dc.identifier.uri | https://hdl.handle.net/20.500.14243/403576 | - |
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| dc.language.iso | eng | - |
| dc.relation.conferencedate | 10-12/12/2018 | - |
| dc.relation.conferencename | 5th Italian Conference on Computational Linguistics (CLiC-it) | - |
| dc.relation.conferenceplace | Torino | - |
| dc.relation.firstpage | 1 | - |
| dc.relation.lastpage | 6 | - |
| dc.relation.numberofpages | 6 | - |
| dc.relation.volume | 2253 | - |
| dc.subject.keywords | Natural Language Processing | - |
| dc.subject.keywords | Native Language Identification | - |
| dc.subject.singlekeyword | Natural Language Processing | * |
| dc.subject.singlekeyword | Native Language Identification | * |
| dc.title | Sentences and documents in native language identification | en |
| dc.type.driver | info:eu-repo/semantics/conferenceObject | - |
| dc.type.full | 04 Contributo in convegno::04.01 Contributo in Atti di convegno | it |
| dc.type.miur | 273 | - |
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| iris.orcid.lastModifiedDate | 2024/03/27 09:56:37 | * |
| iris.orcid.lastModifiedMillisecond | 1711529797301 | * |
| iris.scopus.extIssued | 2018 | - |
| iris.scopus.extTitle | Sentences and documents in native language identification | - |
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| scopus.contributor.affiliation | ItaliaNLP Lab. | - |
| scopus.contributor.affiliation | ItaliaNLP Lab. | - |
| scopus.contributor.affiliation | ItaliaNLP Lab. | - |
| scopus.contributor.affiliation | ItaliaNLP Lab. | - |
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| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
| scopus.contributor.country | Italy | - |
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| scopus.contributor.dptid | 114087935 | - |
| scopus.contributor.name | Andrea | - |
| scopus.contributor.name | Felice | - |
| scopus.contributor.name | Dominique | - |
| scopus.contributor.name | Giulia | - |
| scopus.contributor.subaffiliation | Istituto di Linguistica Computazionale Antonio Zampolli (ILC-CNR); | - |
| scopus.contributor.subaffiliation | Istituto di Linguistica Computazionale Antonio Zampolli (ILC-CNR); | - |
| scopus.contributor.subaffiliation | Istituto di Linguistica Computazionale Antonio Zampolli (ILC-CNR); | - |
| scopus.contributor.subaffiliation | Istituto di Linguistica Computazionale Antonio Zampolli (ILC-CNR); | - |
| scopus.contributor.surname | Cimino | - |
| scopus.contributor.surname | Dell'Orletta | - |
| scopus.contributor.surname | Brunato | - |
| scopus.contributor.surname | Venturi | - |
| scopus.date.issued | 2018 | * |
| scopus.description.abstracteng | Starting from a wide set of linguistic features, we present the first in depth feature analysis in two different Native Language Identification (NLI) scenarios. We compare the results obtained in a traditional NLI document classification task and in a newly introduced sentence classification task, investigating the different role played by the considered features. Finally, we study the impact of a set of selected features extracted from the sentence classifier in document classification. | * |
| scopus.description.allpeopleoriginal | Cimino A.; Dell'Orletta F.; Brunato D.; Venturi G. | * |
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| scopus.identifier.doi | 10.4000/books.aaccademia.3204 | * |
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| scopus.language.iso | eng | * |
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| scopus.relation.conferencedate | 2018 | * |
| scopus.relation.conferencename | 5th Italian Conference on Computational Linguistics, CLiC-it 2018 | * |
| scopus.relation.conferenceplace | ita | * |
| scopus.relation.volume | 2253 | * |
| scopus.title | Sentences and documents in native language identification | * |
| scopus.titleeng | Sentences and documents in native language identification | * |
| Appare nelle tipologie: | 04.01 Contributo in Atti di convegno | |
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