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EnglishWe study the role of linguistic context in predicting quantifiers (‘few’, ‘all’). We collect crowdsourced data from human participants and test various models in a local (single-sentence) and a global context (multi-sentence) condition. Models significantly out-perform humans in the former setting and are only slightly better in the latter. While human performance improves with more linguistic context (especially on proportional quantifiers), model performance suffers. Models are very effective in exploiting lexical and morpho-syntactic patterns; humans are better at genuinely understanding the meaning of the (global) context.
Some of them can Be Guessed! Exploring the Effect of Linguistic Context in Predicting Quantifiers / Pezzelle, Sandro; Steinert-Threlkeld, Shane; Bernardi, Raffaella; Szymanik, Jakub. - ELETTRONICO. - (2018), pp. 114-119. ((Intervento presentato al convegno ACL 2018: The 56th Annual Meeting of theAssociation for Computational Linguistics tenutosi a Melbourne, Australia nel 15th-20th July 2018 [10.18653/v1/P18-2019].
| Titolo: | Some of them can Be Guessed! Exploring the Effect of Linguistic Context in Predicting Quantifiers | |
| Autori: | Pezzelle, Sandro; Steinert-Threlkeld, Shane; Bernardi, Raffaella; Szymanik, Jakub | |
| Autori Unitn: | ||
| Titolo del volume contenente il saggio: | ACL 2018: The 56th Annual Meeting of theAssociation for Computational Linguistics Proceedings of the Conference Vol. 2 (Short Papers) | |
| Luogo di edizione: | Stroudsburg, PA | |
| Casa editrice: | Association for Computational Linguistics | |
| Anno di pubblicazione: | 2018 | |
| Codice identificativo Scopus: | 2-s2.0-85063156805 | |
| Codice identificativo WOS: | WOS:000493913100019 | |
| ISBN: | 978-1-948087-34-6 | |
| Handle: | http://hdl.handle.net/11572/221831 | |
| Citazione: | Some of them can Be Guessed! Exploring the Effect of Linguistic Context in Predicting Quantifiers / Pezzelle, Sandro; Steinert-Threlkeld, Shane; Bernardi, Raffaella; Szymanik, Jakub. - ELETTRONICO. - (2018), pp. 114-119. ((Intervento presentato al convegno ACL 2018: The 56th Annual Meeting of theAssociation for Computational Linguistics tenutosi a Melbourne, Australia nel 15th-20th July 2018 [10.18653/v1/P18-2019]. | |
| Appare nelle tipologie: | 04.1 Saggio in atti di convegno (Paper in Proceedings) |
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| File | Descrizione | Tipologia | Licenza | |
|---|---|---|---|---|
| acl-2018.pdf | Versione editoriale (Publisher’s layout) | Tutti i diritti riservati (All rights reserved) | Open Access Visualizza/Apri |
http://hdl.handle.net/11572/221831
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