Ecole d'ingénieur et centre de recherche en Sciences du numérique

Enhancing entity linking by combining models

Plu, Julien; Rizzo, Giuseppe; Troncy, Raphaël

ESWC 2016, 13th European Semantic Web Conference (ESWC'16), Open Extraction Challenge, May 29-June 2, 2016, Heraklion, Greece

Numerous entity linking systems are addressing the entity recognition problem by using off-the-shelf NER systems. It is, however, a difficult task to select which specific model to use for these systems, since it requires to judge the level of similarity between the datasets which have been used to train models and the dataset at hand to be processed in which we aim to properly recognize entities. In this paper, we present the newest version of ADEL, our adaptive entity recognition and linking framework, where we experiment with an hybrid approach mixing a model combination method to improve the recognition level and to increase the efficiency of the linking step by applying a filter over the types. We obtain promising results when performing a 4-fold cross validation experiment on the OKE 2016 challenge training dataset. We also demonstrate that we achieve better results that in our previous participation on the OKE 2015 test set. We finally report the results of ADEL on the OKE 2016 test set and we present an error analysis highlighting the main difficulties of this challenge.

Document Doi Bibtex

Titre:Enhancing entity linking by combining models
Mots Clés:Entity Recognition, Entity Linking, Entity Filtering, Model Combination, OKE Challenge, ADEL
Type:Conférence
Langue:English
Ville:Heraklion
Pays:GRÈCE
Date:
Département:Data Science
Eurecom ref:4905
Copyright: © Springer. Personal use of this material is permitted. The definitive version of this paper was published in ESWC 2016, 13th European Semantic Web Conference (ESWC'16), Open Extraction Challenge, May 29-June 2, 2016, Heraklion, Greece and is available at : http://dx.doi.org/10.1007/978-3-319-46565-4_2
Bibtex: @inproceedings{EURECOM+4905, doi = {http://dx.doi.org/10.1007/978-3-319-46565-4_2}, year = {2016}, title = {{E}nhancing entity linking by combining models}, author = {{P}lu, {J}ulien and {R}izzo, {G}iuseppe and {T}roncy, {R}apha{\"e}l}, booktitle = {{ESWC} 2016, 13th {E}uropean {S}emantic {W}eb {C}onference ({ESWC}'16), {O}pen {E}xtraction {C}hallenge, {M}ay 29-{J}une 2, 2016, {H}eraklion, {G}reece}, address = {{H}eraklion, {GR}{\`{E}}{CE}}, month = {05}, url = {http://www.eurecom.fr/publication/4905} }
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