Abstract
The area of commonsense reasoning aims at the creation of systems able to simulate the human way of rational thinking. This paper describes the use of automated reasoning methods for tackling commonsense reasoning benchmarks. For this we use a benchmark suite introduced in literature. Our goal is to use general purpose background knowledge without domain specific hand coding of axioms, such that the approach and the result can be used as well for other domains in mathematics and science. Furthermore, we discuss the modeling of normative statements in commonsense reasoning and in robot ethics (This paper is an extended version of the informal proceedings [9] and [10]).
Work supported by DFG FU 263/15-1 ‘Ratiolog’.
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Notes
- 1.
- 2.
Available at https://github.com/asgordon/TriangleCOPA/.
- 3.
Many thanks to Valerio Basile for being so kind to share KNEWS. (Available at: https://github.com/valeriobasile/learningbyreading).
- 4.
Available at: http://babelfy.org.
- 5.
Available at: http://babelnet.org.
References
Basile, V., Cabrio, E., Gandon, F.: Building a general knowledge base of physical objects for robots. In: The Semantic Web. Latest Advances and New Domains (2016)
Bender, M., Pelzer, B., Schon, C.: System description: E-KRHyper 1.4 -extensions for unique names and description logic. In: Bonacina, M.P. (ed.) CADE 2013. LNCS, vol. 7898, pp. 126–134. Springer, Heidelberg (2013)
Bringsjord, S., Arkoudas, K., Bello, P.: Toward a general logicist methodology for engineering ethically correct robots. IEEE Intell. Syst. 21(4), 38–44 (2006)
Curran, J.R., Clark, S., Bos, J.: Linguistically motivated large-scale NLP with C&C and boxer. In Proceedings of the ACL 2007 Demo and Poster Sessions, pp. 33–36, Prague, Czech Republic (2007)
Ferrucci, D.A.: IBM’s Watson, DeepQA. SIGARCH Computer Architecture News, vol. 39, no. 3, June 2011
Furbach, U., Glöckner, I., Helbig, H., Pelzer, B.: Logic-based question answering. KI - Künstliche Intelligenz, 2010, Special Issue on Automated Deduction, February 2010
Furbach, U., Gordon, A., Schon, C.: Tackling benchmark problems for commonsense reasoning. In: Proceedings of Bridging - Workshop on Bridging the Gap between Human and Automated Reasoning (2015)
Furbach, U., Pelzer, B., Schon, C.: Automated reasoning in the wild. In: Felty, A.P., Middeldorp, A. (eds.) CADE-25. LNCS, vol. 9195, pp. 55–72. Springer, Heidelberg (2015)
Furbach, U., Schon, C.: Commonsense reasoning meets theorem proving. In: Proceedings of the 1st Conference on Artificial Intelligence and Theorem Proving AITP 2016, Obergurgl, Austria (2016)
Furbach, U., Schon, C.: Commonsense reasoning meets theorem proving. In: Proceedings of Bridging-20016 - Workshop on Bridging the Gap between Human and Automated Reasoning (2016, to appear)
Gordon, A.S.: Commonsense interpretation of triangle behavior. In: Schuurmans, D. Wellman, M.P. (eds.) Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 12–17 February 2016, Phoenix, Arizona, USA, pp. 3719–3725. AAAI Press (2016)
Grassi, M.: Biometric ID Management and Multimodal Communication: Joint COST 2101 and 2102 International Conference, BioID_MultiComm 2009, Madrid, Spain, 16–18 September 2009, Proceedings, Chapter Developing HEO Human Emotions Ontology, pp. 244–251. Springer, Heidelberg (2009)
Hall, M.A., Frank, E., Holmes, G., Pfahringer, B., Reutemann, P., Witten, I.H.: The WEKA data mining software: an update. SIGKDD Explor. 11(1), 10–18 (2009)
Hastings, J., Ceusters, W., Smith, B., Mulligan, K.: The emotion ontology: enabling interdisciplinary research in the affective sciences. In: Beigl, M., Christiansen, H., Roth-Berghofer, T.R., Kofod-Petersen, A., Coventry, K.R., Schmidtke, H.R. (eds.) CONTEXT 2011. LNCS, vol. 6967, pp. 119–123. Springer, Heidelberg (2011)
Kaliszyk, C., Schulz, S., Urban, J., Vyskocil, J.: System description: E.T. 0.1. In: Felty, A.P., Middeldorp, A. (eds.) CADE-25. LNCS, vol. 9195, pp. 389–398. Springer, Heidelberg (2015)
Lenat, D.B.: Cyc: a large-scale investment in knowledge infrastructure. Commun. ACM 38(11), 33–38 (1995)
Levesque, H.J.: The winograd schema challenge. In: Logical Formalizations of Commonsense Reasoning, Papers from the 2011 AAAI Spring Symposium, Technical report SS-11-06, Stanford, California, USA, 21-23 March 2011, AAAI (2011)
Liu, H., Singh, P.: ConceptNet – a practical commonsense reasoning tool-kit. BT Technol. J. 22(4), 211–226 (2004)
Maslan, N., Roemmele, M., Gordon, A.S.: One hundred challenge problems for logical formalizations of commonsense psychology. In: Twelfth International Symposium on Logical Formalizations of Commonsense Reasoning, Stanford, CA (2015)
Miller, G.A.: WordNet: a lexical database for English. Commun. ACM 38(11), 39–41 (1995)
Moro, A., Raganato, A., Navigli, R.: Entity linking meets word sense disambiguation: a unified approach. Trans. Assoc. Comput. Linguist. (TACL) 2, 231–244 (2014)
Murakami, Y.: Utilitarian deontic logic. In: Proceedings of the Fifth International Conference on Advances in Modal Logic AiML 2004, pp. 288–302 (2004)
Navigli, R., Ponzetto, S.P.: BabelNet: the automatic construction, evaluation and application of a wide-coverage multilingual semantic network. Artif. Intell. 193, 217–250 (2012)
Niles, I., Pease, A.: Towards a standard upper ontology. In: Proceedings of the International Conference on Formal Ontology in Information Systems, vol. 2001, pp. 2–9. ACM (2001)
Pease, A.: Ontology: A Practical Guide. Articulate Software Press, Angwin (2011)
Roemmele, M., Bejan, C.A., Gordon, A.S.: Choice of plausible alternatives: an evaluation of commonsense causal reasoning. In: AAAI Spring Symposium: Logical Formalizations of Commonsense Reasoning (2011)
Suchanek, F.M., Kasneci, G., Weikum, G.: Yago: a large ontology from Wikipedia and WordNet. Web Semant. 6(3), 203–217 (2008)
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Furbach, U., Schon, C. (2016). Commonsense Reasoning Meets Theorem Proving. In: Klusch, M., Unland, R., Shehory, O., Pokahr, A., Ahrndt, S. (eds) Multiagent System Technologies. MATES 2016. Lecture Notes in Computer Science(), vol 9872. Springer, Cham. https://doi.org/10.1007/978-3-319-45889-2_1
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