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Evaluating Automatic Term Extraction Methods on Individual Documents


Šajatović, Antonio; Buljan, Maja; Šnajder, Jan; Dalbelo Bašić, Bojana
Evaluating Automatic Term Extraction Methods on Individual Documents // Proceedings of the Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019)
Florence, Italy, 2019. str. 149-154 doi:10.18653/v1/W19-5118 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Evaluating Automatic Term Extraction Methods on Individual Documents

Autori
Šajatović, Antonio ; Buljan, Maja ; Šnajder, Jan ; Dalbelo Bašić, Bojana

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019) / - Florence, Italy, 2019, 149-154

Skup
Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019)

Mjesto i datum
Firenca, Italija, 28.7.-2.8.2019

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Automatic term extraction ; Computer Assisted Translation ; Evaluation

Sažetak
Automatic Term Extraction (ATE) extracts terminology from domain-specific corpora. ATE is used in many NLP tasks, including Computer Assisted Translation, where it is typically applied to individual documents rather than the entire corpus. While corpus-level ATE has been extensively evaluated, it is not obvious how the results transfer to documentlevel ATE. To fill this gap, we evaluate 16 state-of-the-art ATE methods on full-length documents from three different domains, on both corpus and document levels. Unlike existing studies, our evaluation is more realistic as we take into account all gold terms. We show that no single method is best in corpuslevel ATE, but C-Value and KeyConceptRelatendess surpass others in document-level ATE.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Ustanove
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Maja Buljan (autor)

Avatar Url Bojana Dalbelo-Bašić (autor)

Avatar Url Jan Šnajder (autor)

Citiraj ovu publikaciju

Šajatović, Antonio; Buljan, Maja; Šnajder, Jan; Dalbelo Bašić, Bojana
Evaluating Automatic Term Extraction Methods on Individual Documents // Proceedings of the Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019)
Florence, Italy, 2019. str. 149-154 doi:10.18653/v1/W19-5118 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Šajatović, A., Buljan, M., Šnajder, J. & Dalbelo Bašić, B. (2019) Evaluating Automatic Term Extraction Methods on Individual Documents. U: Proceedings of the Joint Workshop on Multiword Expressions and WordNet (MWE-WN 2019) doi:10.18653/v1/W19-5118.
@article{article, year = {2019}, pages = {149-154}, DOI = {10.18653/v1/W19-5118}, keywords = {Automatic term extraction, Computer Assisted Translation, Evaluation}, doi = {10.18653/v1/W19-5118}, title = {Evaluating Automatic Term Extraction Methods on Individual Documents}, keyword = {Automatic term extraction, Computer Assisted Translation, Evaluation}, publisherplace = {Firenca, Italija} }

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