![](bga.png)
Figure 8: An example of a length 2 relation path from Con-
ceptNet.
fact disambiguation. The integration of other know-
ledge bases with GeoMantis, like the one generated
from the Never Ending Language Learner (Mitchell
et al., 2015), DBpedia (Lehmann et al., 2015), Wiki-
data (Erxleben et al., 2014) or their combination could
also be explored.
We believe that the GeoMantis system can be used
in several application scenarios, like document sear-
ching and tagging, games (e.g., taboo game challen-
ges) and news categorization. Its extendable architec-
ture enables the addition of new functionality and new
sources of knowledge and also the integration with
other systems. GeoMantis could also be used in con-
junction with other systems (like CLIFF-CLAVIN) to
return results in cases where the other systems are not
able to return any.
REFERENCES
Amitay, E., Har’El, N., Sivan, R., and Soffer, A. (2004).
Web-a-Where: Geotagging Web Content. In Procee-
dings of the 27th Annual International ACM SIGIR
Conference on Research and Development in Infor-
mation Retrieval, pages 273–280.
Andogah, G., Bouma, G., and Nerbonne, J. (2012). Every
Document has a Geographical Scope. Data and Kno-
wledge Engineering, 81-82:1–20.
Bower, G. H. (1976). Experiments on Story Understanding
and Recall. Quarterly Journal of Experimental Psy-
chology, 28(4):511–534.
Cristani, M. and Tomazzoli, C. (2016). A Multimodal Ap-
proach to Relevance and Pertinence of Documents,
pages 157–168. Springer International Publishing,
Cham.
de Alencar, R. O. and Davis Jr, C. A. (2011). Geotag-
ging Aided by Topic Detection with Wikipedia. In
Geertman, S., Reinhardt, W., and Toppen, F., editors,
Advancing Geoinformation Science for a Changing
World, pages 461–477. Springer Berlin Heidelberg,
Berlin, Heidelberg.
D’Ignazio, C., Bhargava, R., Zuckerman, E., and Beck,
L. (2014). CLIFF-CLAVIN: Determining Geographic
Focus for News Articles. In Proceedings of the New-
sKDD: Data Science for News Publishing.
Dignum, V. (2017). Responsible Autonomy. In Proceedings
of the Twenty -Sixth International Joint Conference on
Artificial Intelligence (IJCAI2017), pages 4698–4704.
Erxleben, F., G
¨
unther, M., Kr
¨
otzsch, M., Mendez, J., and
Vrande
ˇ
ci
´
c, D. (2014). Introducing Wikidata to the
Linked Data Web. In Proceedings of the 13th Interna-
tional Semantic Web Conference, pages 50–65, Cham.
Springer International Publishing.
Fellbaum, C. (2010). WordNet. In Poli, R., Healy, M.,
and Kameas, A., editors, Theory and Applications of
Ontology: Computer Applications, pages 231–243.
Springer Netherlands.
Hermann, K. M., Ko
ˇ
cisk
´
y, T., Grefenstette, E., Espeholt, L.,
Kay, W., Suleyman, M., and Blunsom, P. (2015). Tea-
ching Machines to Read and Comprehend. In Procee-
dings of the Neural Information Processing Systems
(NIPS 2015), pages 1–13.
Hoffart, J., Suchanek, F. M., Berberich, K., Lewis-kelham,
E., Melo, G. D., and Weikum, G. (2011). YAGO2
: Exploring and Querying World Knowledge in Time,
Space, Context, and Many Languages. In Proceedings
of the 20th International Conference on World Wide
Web, pages 229–232.
Lehmann, J., Isele, R., Jakob, M., Jentzsch, A., Konto-
kostas, D., Mendes, P. N., Hellmann, S., Morsey, M.,
Van Kleef, P., Auer, S., and Others (2015). DBpedia–
A Large-scale, Multilingual Knowledge Base Extrac-
ted from Wikipedia. Semantic Web, 6(2):167–195.
Leidner, J. L. and Lieberman, M. D. (2011). Detecting Geo-
graphical References in the Form of Place Names and
Associated Spatial Natural Language. SIGSPATIAL
Special, 3:5–11.
Lewis, D. D., Yang, Y., Rose, T. G., and Li, F. (2004).
RCV1: A New Benchmark Collection for Text Ca-
tegorization Research. Journal of Machine Learning
Research, 5:361–397.
Lieto, A. and Radicioni, D. P. (2016). From Human to Arti-
ficial Cognition and Back: New Perspectives on Cog-
nitively Inspired AI Systems. Cognitive Systems Re-
search, 39:1–3.
Manning, C. D., Bauer, J., Finkel, J., Bethard, S. J., Sur-
deanu, M., and McClosky, D. (2014). The Stanford
CoreNLP Natural Language Processing Toolkit. In
Proceedings of the 52nd Annual Meeting of the As-
sociation for Computational Linguistics: System De-
monstrations, pages 55–60.
Manning, C. D., Raghavan, P., and Sch
¨
utze, H. (2008).
An Introduction to Information Retrieval, volume 1.
Cambridge University Press.
Melo, F. and Martins, B. (2016). Automated Geocoding of
Textual Documents: A Survey of Current Approaches.
Transactions in GIS, 21(1):3–38.
Mitchell, T., Cohen, W., Hruschka, E., Talukdar, P., Bet-
teridge, J., Carlson, A., Mishra, B. D., Gardner, M.,
Kisiel, B., Krishnamurthy, J., Lao, N., Mazaitis, K.,
Mohamed, T., Nakashole, N., Platanios, E., Ritter, A.,
Samadi, M., Settles, B., Wang, R., Wijaya, D., Gupta,
A., Chen, X., Saparov, A., Greaves, M., and Welling,
J. (2015). Never-Ending Learning. In Proceedings of
the AAAI Conference on Artificial Intelligence, pages
2302–2310.
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