Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym Identification
Several unsupervised methods for hypernym detection have been investigated in distributional semantics. Here we present a new approach based on a smoothed version of the distributional inclusion hypothesis. The new method is able to improve hypernym detection after testing on the BLESS dataset.
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Accademia University Press
2018-12-01
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| Series: | IJCoL |
| Online Access: | https://journals.openedition.org/ijcol/506 |
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| _version_ | 1850262655520997376 |
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| author | Ludovica Pannitto Lavinia Salicchi Alessandro Lenci |
| author_facet | Ludovica Pannitto Lavinia Salicchi Alessandro Lenci |
| author_sort | Ludovica Pannitto |
| collection | DOAJ |
| description | Several unsupervised methods for hypernym detection have been investigated in distributional semantics. Here we present a new approach based on a smoothed version of the distributional inclusion hypothesis. The new method is able to improve hypernym detection after testing on the BLESS dataset. |
| format | Article |
| id | doaj-art-caa360d5487540ce93d4f3521aa8bb58 |
| institution | OA Journals |
| issn | 2499-4553 |
| language | English |
| publishDate | 2018-12-01 |
| publisher | Accademia University Press |
| record_format | Article |
| series | IJCoL |
| spelling | doaj-art-caa360d5487540ce93d4f3521aa8bb582025-08-20T01:55:08ZengAccademia University PressIJCoL2499-45532018-12-0142455510.4000/ijcol.506Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym IdentificationLudovica PannittoLavinia SalicchiAlessandro LenciSeveral unsupervised methods for hypernym detection have been investigated in distributional semantics. Here we present a new approach based on a smoothed version of the distributional inclusion hypothesis. The new method is able to improve hypernym detection after testing on the BLESS dataset.https://journals.openedition.org/ijcol/506 |
| spellingShingle | Ludovica Pannitto Lavinia Salicchi Alessandro Lenci Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym Identification IJCoL |
| title | Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym Identification |
| title_full | Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym Identification |
| title_fullStr | Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym Identification |
| title_full_unstemmed | Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym Identification |
| title_short | Refining the Distributional Inclusion Hypothesis for Unsupervised Hypernym Identification |
| title_sort | refining the distributional inclusion hypothesis for unsupervised hypernym identification |
| url | https://journals.openedition.org/ijcol/506 |
| work_keys_str_mv | AT ludovicapannitto refiningthedistributionalinclusionhypothesisforunsupervisedhypernymidentification AT laviniasalicchi refiningthedistributionalinclusionhypothesisforunsupervisedhypernymidentification AT alessandrolenci refiningthedistributionalinclusionhypothesisforunsupervisedhypernymidentification |