| 1 |
Distributional Thesauri for Information Retrieval and vice versa
|
|
|
|
In: Proceedings of Language and Resource Conference, LREC ; Language and Resource Conference, LREC ; https://hal.archives-ouvertes.fr/hal-01394770 ; Language and Resource Conference, LREC, May 2016, Portoroz, Slovenia (2016)
|
|
Abstract:
International audience ; Distributional thesauri are useful in many tasks of Natural Language Processing. In this paper, we address the problem of building and evaluating such thesauri with the help of Information Retrieval (IR) concepts. Two main contributions are proposed. First, following the work of (Claveau et al., 2014), we show how IR tools and concepts can be used with success to build a thesaurus. Through several experiments and by evaluating directly the results with reference lexicons, we show that some IR models outperform state-of-the-art systems. Secondly, we use IR as an applicative framework to indirectly evaluate the generated thesaurus. Here again, this task-based evaluation validates the IR approach used to build the thesaurus. Moreover, it allows us to compare these results with those from the direct evaluation framework used in the literature. The observed differences bring these evaluation habits into question.
|
|
Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR]; distributional semantics; IR models; query expansion
|
|
URL: https://hal.archives-ouvertes.fr/hal-01394770
https://hal.archives-ouvertes.fr/hal-01394770/file/Claveau_LREC16.pdf
https://hal.archives-ouvertes.fr/hal-01394770/document
|
|
BASE
|
|
Hide details
|
|
|
| 2 |
Thésaurus distributionnels pour la recherche d'information et vice-versa
|
|
|
|
In: Conférence en Recherche d’Information et Applications ; https://hal.archives-ouvertes.fr/hal-01226532 ; Conférence en Recherche d’Information et Applications, Mar 2015, Paris, France (2015)
|
|
BASE
|
|
Show details
|
|
|
| 3 |
Thésaurus distributionnels pour la recherche d'information et vice-versa
|
|
|
|
In: ISSN: 1279-5127 ; EISSN: 1963-1014 ; Document Numérique ; https://hal.archives-ouvertes.fr/hal-01226551 ; Document Numérique, Lavoisier, 2015, 18 (2-3), ⟨10.3166/DN.18.2-3.101-121⟩ (2015)
|
|
BASE
|
|
Show details
|
|
|
|
|
