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Published in: KI - Künstliche Intelligenz 3/2019

29-06-2019 | Survey

Cognitive Reasoning: A Personal View

Authors: Ulrich Furbach, Steffen Hölldobler, Marco Ragni, Claudia Schon, Frieder Stolzenburg

Published in: KI - Künstliche Intelligenz | Issue 3/2019

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Abstract

The adjective cognitive especially in conjunction with the word computing seems to be a trendy buzzword in the artificial intelligence community and beyond nowadays. However, the term is often used without explicit definition. Therefore we start with a brief review of the notion and define what we mean by cognitive reasoning. It shall refer to modeling the human ability to draw meaningful conclusions despite incomplete and inconsistent knowledge involving among others the representation of knowledge where all processes from the acquisition and update of knowledge to the derivation of conclusions must be implementable and executable on appropriate hardware. We briefly introduce relevant approaches and methods from cognitive modeling, commonsense reasoning, and subsymbolic approaches. Furthermore, challenges and important research questions are stated, e.g., developing a computational model that can compete with a (human) reasoner on problems that require common sense.

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Literature
1.
go back to reference Álvez J, Lucio P, Rigau G (2012) Adimen-SUMO: reengineering an ontology for first-order reasoning. Int J Semant Web Inform Syst (IJSWIS) 8(4):80–116CrossRef Álvez J, Lucio P, Rigau G (2012) Adimen-SUMO: reengineering an ontology for first-order reasoning. Int J Semant Web Inform Syst (IJSWIS) 8(4):80–116CrossRef
2.
go back to reference Anderson JR (2007) How can the human mind occur in the physical universe?. Oxford University Press, New YorkCrossRef Anderson JR (2007) How can the human mind occur in the physical universe?. Oxford University Press, New YorkCrossRef
6.
go back to reference Baars BJ (1997) In the theatre of consciousness. global workspace theory, a rigorous scientific theory of consciousness. J Conscious Stud 4(4):292–309 Baars BJ (1997) In the theatre of consciousness. global workspace theory, a rigorous scientific theory of consciousness. J Conscious Stud 4(4):292–309
7.
go back to reference Bader S (2009) Neural-symbolic integration. Ph.D. thesis, Technische Universität Dresden, Faculty of Computer Science Bader S (2009) Neural-symbolic integration. Ph.D. thesis, Technische Universität Dresden, Faculty of Computer Science
8.
go back to reference Baker CF, Fillmore CJ, Lowe JB (1998) The berkeley framenet project. In: C. Boitet, P. Whitelock (eds) 36th annual meeting of the association for computational linguistics and 17th international conference on computational linguistics, COLING-ACL ’98, August 10-14, 1998, Université de Montréal, Montréal, Quebec, Canada. Proceedings of the Conference., pp. 86–90. Morgan Kaufmann Publishers / ACL. http://aclweb.org/anthology/P/P98/P98-1013.pdf Baker CF, Fillmore CJ, Lowe JB (1998) The berkeley framenet project. In: C. Boitet, P. Whitelock (eds) 36th annual meeting of the association for computational linguistics and 17th international conference on computational linguistics, COLING-ACL ’98, August 10-14, 1998, Université de Montréal, Montréal, Quebec, Canada. Proceedings of the Conference., pp. 86–90. Morgan Kaufmann Publishers / ACL. http://​aclweb.​org/​anthology/​P/​P98/​P98-1013.​pdf
9.
go back to reference Baumgartner P, Furbach U, Niemelä I (1996) Hyper tableaux. In: European workshop on logics in artificial intelligence, Springer, pp 1–17 Baumgartner P, Furbach U, Niemelä I (1996) Hyper tableaux. In: European workshop on logics in artificial intelligence, Springer, pp 1–17
10.
go back to reference Bender M, Pelzer B, Schon C (2013) System description: E-KRHyper 1.4. In: International conference on automated deduction, Springer Nature Switzerland AG, pp 126–134 Bender M, Pelzer B, Schon C (2013) System description: E-KRHyper 1.4. In: International conference on automated deduction, Springer Nature Switzerland AG, pp 126–134
11.
go back to reference Bentivogli L, Dagan I, Magnini B (2017) The recognizing textual entailment challenges: datasets and methodologies. In: Ide N, Pustejovsky J (eds) Handbook of linguistic annotation. Springer, Berlin Bentivogli L, Dagan I, Magnini B (2017) The recognizing textual entailment challenges: datasets and methodologies. In: Ide N, Pustejovsky J (eds) Handbook of linguistic annotation. Springer, Berlin
12.
go back to reference Bergk T, Furbach U, Schon C (2019) Names are not just sound and smoke: word embeddings for axiom selection. In: Conference on automated deduction, CADE 27. Springer Nature Switzerland AG Bergk T, Furbach U, Schon C (2019) Names are not just sound and smoke: word embeddings for axiom selection. In: Conference on automated deduction, CADE 27. Springer Nature Switzerland AG
13.
go back to reference Besold TR, d’Avila Garcez AS, Bader S, Bowman H, Domingos PM, Hitzler P, Kühnberger KU, Lamb LC, Lowd D, Lima PMV, de Penning L, Pinkas G, Poon H, Zaverucha G (2017) Neural-symbolic learning and reasoning: a survey and interpretation. CoRR. arXiv:abs/1711.03902 Besold TR, d’Avila Garcez AS, Bader S, Bowman H, Domingos PM, Hitzler P, Kühnberger KU, Lamb LC, Lowd D, Lima PMV, de Penning L, Pinkas G, Poon H, Zaverucha G (2017) Neural-symbolic learning and reasoning: a survey and interpretation. CoRR. arXiv:​abs/​1711.​03902
15.
go back to reference Byrne RM, Tasso A (1999) Deductive reasoning with factual, possible, and counterfactual conditionals. Mem Cognit 27(4):726–740CrossRef Byrne RM, Tasso A (1999) Deductive reasoning with factual, possible, and counterfactual conditionals. Mem Cognit 27(4):726–740CrossRef
16.
go back to reference Curran JR, Clark S, Bos J (2007) Linguistically motivated large-scale NLP with C&C and Boxer. In: Proceedings of the ACL 2007 demo and poster sessions, Prague, Czech Republic. Association for Computational Linguistics, Stroudsburg PA, USA, pp. 33–36 Curran JR, Clark S, Bos J (2007) Linguistically motivated large-scale NLP with C&C and Boxer. In: Proceedings of the ACL 2007 demo and poster sessions, Prague, Czech Republic. Association for Computational Linguistics, Stroudsburg PA, USA, pp. 33–36
18.
go back to reference Devlin J, Chang M, Lee K, Toutanova K (2018) BERT: pre-training of deep bidirectional transformers for language understanding. CoRR. arXiv:1810.04805 Devlin J, Chang M, Lee K, Toutanova K (2018) BERT: pre-training of deep bidirectional transformers for language understanding. CoRR. arXiv:​1810.​04805
19.
go back to reference Diederich J, Tickle AB, Geva S (2010) Quo vadis? Reliable and practical rule extraction from neural networks. In: Koronacki J, Ras ZW, Wierzchon ST, Kacprzyk J (eds) Advances in machine learning I: dedicated to the memory of professor Ryszard S. Michalski, studies in computational intelligence, vol 262. Springer, Berlin, pp 479–490. https://doi.org/10.1007/978-3-642-05177-7_24 CrossRef Diederich J, Tickle AB, Geva S (2010) Quo vadis? Reliable and practical rule extraction from neural networks. In: Koronacki J, Ras ZW, Wierzchon ST, Kacprzyk J (eds) Advances in machine learning I: dedicated to the memory of professor Ryszard S. Michalski, studies in computational intelligence, vol 262. Springer, Berlin, pp 479–490. https://​doi.​org/​10.​1007/​978-3-642-05177-7_​24 CrossRef
20.
go back to reference Dietz EA, Hölldobler S, Ragni M (2012) A computational logic approach to the suppression task. In: N Miyake, D Peebles, RP Cooper (eds) Proceedings of the 34th annual conference of the cognitive science society, Cognitive Science Society. Curran Associates Inc. proceedings.com, pp 1500–1505 Dietz EA, Hölldobler S, Ragni M (2012) A computational logic approach to the suppression task. In: N Miyake, D Peebles, RP Cooper (eds) Proceedings of the 34th annual conference of the cognitive science society, Cognitive Science Society. Curran Associates Inc. proceedings.com, pp 1500–1505
22.
go back to reference Dietz Saldanha EA, Hölldobler S, Kencana Ramli CDP, Palacios Medinacelli L (2018) A core method for the weak completion semantics with skeptical abduction. J Artif Intell Res 63:51–86MathSciNetCrossRefMATH Dietz Saldanha EA, Hölldobler S, Kencana Ramli CDP, Palacios Medinacelli L (2018) A core method for the weak completion semantics with skeptical abduction. J Artif Intell Res 63:51–86MathSciNetCrossRefMATH
23.
go back to reference Dietz Saldanha EA, Hölldobler S, Lourêdo Rocha I (1994) The weak completion semantics. In: C Schon, U Furbach (eds) Proceedings of the workshop on bridging the gap between human and automated reasoning—is logic and automated reasoning a foundation for human reasoning?, vol 1994, pp 18–30. CEUR-WS.org (2017). http://ceur-ws.org/Vol-1994/ Dietz Saldanha EA, Hölldobler S, Lourêdo Rocha I (1994) The weak completion semantics. In: C Schon, U Furbach (eds) Proceedings of the workshop on bridging the gap between human and automated reasoning—is logic and automated reasoning a foundation for human reasoning?, vol 1994, pp 18–30. CEUR-WS.org (2017). http://​ceur-ws.​org/​Vol-1994/​
24.
go back to reference Dietz Saldanha EA, Hölldobler S, Mörbitz R (2018) The syllogistic reasoning task: reasoning principles and heuristic strategies in modeling human clusters. In: Seipel D, Hanus M, Abreu S (eds) Declarative programming and knowledge management, vol 10997. Lecture notes in artificial intelligence. Springer, Berlin, Heidelberg, pp 149–165CrossRef Dietz Saldanha EA, Hölldobler S, Mörbitz R (2018) The syllogistic reasoning task: reasoning principles and heuristic strategies in modeling human clusters. In: Seipel D, Hanus M, Abreu S (eds) Declarative programming and knowledge management, vol 10997. Lecture notes in artificial intelligence. Springer, Berlin, Heidelberg, pp 149–165CrossRef
25.
go back to reference Eliasmith C (2013) How to build a brain: a neural architecture for biological cognition. Oxford University Press, OxfordCrossRef Eliasmith C (2013) How to build a brain: a neural architecture for biological cognition. Oxford University Press, OxfordCrossRef
26.
go back to reference Evans JSB (2003) In two minds: dual-process accounts of reasoning. TRENDS Cogn Sci 7(10):459–459CrossRef Evans JSB (2003) In two minds: dual-process accounts of reasoning. TRENDS Cogn Sci 7(10):459–459CrossRef
27.
go back to reference Evans JSBT (2008) Dual-processing accounts of reasoning, judgment, and social cognition. Ann Rev Psychol 59:255–278CrossRef Evans JSBT (2008) Dual-processing accounts of reasoning, judgment, and social cognition. Ann Rev Psychol 59:255–278CrossRef
28.
go back to reference Ferrucci DA, Brown EW, Chu-Carroll J, Fan J, Gondek D, Kalyanpur A, Lally A, Murdock JW, Nyberg E, Prager JM, Schlaefer N, Welty CA (2010) Building watson: an overview of the DeepQA project. AI Mag 31(3):59–79CrossRef Ferrucci DA, Brown EW, Chu-Carroll J, Fan J, Gondek D, Kalyanpur A, Lally A, Murdock JW, Nyberg E, Prager JM, Schlaefer N, Welty CA (2010) Building watson: an overview of the DeepQA project. AI Mag 31(3):59–79CrossRef
30.
go back to reference d’Avila Garcez A, Lamb L, Gabbay D (2009) Neural-symbolic cognitive reasoning. Springer, Berlin, HeidelbergMATH d’Avila Garcez A, Lamb L, Gabbay D (2009) Neural-symbolic cognitive reasoning. Springer, Berlin, HeidelbergMATH
31.
go back to reference d’Avila Garcez A, Zaverucha G, de Carvalho L (1997) Logic programming and inductive learning in artificial neural networks. In: Herrmann C, Reine F, Strohmaier A (eds) Knowledge representation in neural networks. Logos Verlag, Berlin, pp 33–46 d’Avila Garcez A, Zaverucha G, de Carvalho L (1997) Logic programming and inductive learning in artificial neural networks. In: Herrmann C, Reine F, Strohmaier A (eds) Knowledge representation in neural networks. Logos Verlag, Berlin, pp 33–46
34.
go back to reference Gigerenzer G, Selten R (2002) Bounded rationality: the adaptive toolbox. MIT Press, Cambridge, MA, USA Gigerenzer G, Selten R (2002) Bounded rationality: the adaptive toolbox. MIT Press, Cambridge, MA, USA
35.
go back to reference Gigerenzer G, Todd P (1999) Simple heuristics that make us smart. Oxford University Press, New York Gigerenzer G, Todd P (1999) Simple heuristics that make us smart. Oxford University Press, New York
38.
go back to reference Hammer B, Hitzler P (eds) (2007) Perspectives of neural-symbolic integration. Springer, Berlin, HeidelbergMATH Hammer B, Hitzler P (eds) (2007) Perspectives of neural-symbolic integration. Springer, Berlin, HeidelbergMATH
40.
go back to reference Hölldobler S (2018) Ethical decision making under the weak completion semantics. In: C Schon (ed) Proceedings of the workshop on bridging the gap between human and automated reasoning, vol 2261, pp 1–5. CEUR-WS.org. http://ceur-ws.org/Vol-2261/ Hölldobler S (2018) Ethical decision making under the weak completion semantics. In: C Schon (ed) Proceedings of the workshop on bridging the gap between human and automated reasoning, vol 2261, pp 1–5. CEUR-WS.org. http://​ceur-ws.​org/​Vol-2261/​
41.
go back to reference Hölldobler S, Kalinke Y (1994) Towards a new massively parallel computational model for logic programming. In: Proceedings of the ECAI94 workshop on combining symbolic and connectionist processing, ECCAI - European Association for Artificial Intelligence, pp. 68–77 Hölldobler S, Kalinke Y (1994) Towards a new massively parallel computational model for logic programming. In: Proceedings of the ECAI94 workshop on combining symbolic and connectionist processing, ECCAI - European Association for Artificial Intelligence, pp. 68–77
43.
go back to reference Hölldobler S, Kencana Ramli CDP (2009) Logic programs under three-valued Łukasiewicz’s semantics. In: Hill PM, Warren DS (eds) LNCS, vol 5649. Springer-Verlag, Berlin Heidelberg, pp 464–478 Hölldobler S, Kencana Ramli CDP (2009) Logic programs under three-valued Łukasiewicz’s semantics. In: Hill PM, Warren DS (eds) LNCS, vol 5649. Springer-Verlag, Berlin Heidelberg, pp 464–478
46.
go back to reference Johnson-Laird PN (2006) How we reason. Oxford University Press, New York Johnson-Laird PN (2006) How we reason. Oxford University Press, New York
47.
go back to reference Kahneman D (2011) Thinking, fast and slow. Macmillan Publishers, London Kahneman D (2011) Thinking, fast and slow. Macmillan Publishers, London
48.
go back to reference Khemlani S, Johnson-Laird PN (2012) Theories of the syllogism: a meta-analysis. Psychol Bull 138(3):427–457CrossRef Khemlani S, Johnson-Laird PN (2012) Theories of the syllogism: a meta-analysis. Psychol Bull 138(3):427–457CrossRef
49.
go back to reference Kompridis N (2000) So we need something else for reason to mean. Int J Philos Stud 8:271–295CrossRef Kompridis N (2000) So we need something else for reason to mean. Int J Philos Stud 8:271–295CrossRef
50.
go back to reference Lenat DB (1995) CYC: a large-scale investment in knowledge infrastructure. Commun ACM 38(11):33–38CrossRef Lenat DB (1995) CYC: a large-scale investment in knowledge infrastructure. Commun ACM 38(11):33–38CrossRef
53.
go back to reference Łukasiewicz J (1920) O logice trójwartościowej. Ruch Filozoficzny 5:169–171. English translation: On Three-Valued Logic. In: Jan Łukasiewicz Selected Works. (L. Borkowski, ed.), North Holland, 87-88, 1990 Łukasiewicz J (1920) O logice trójwartościowej. Ruch Filozoficzny 5:169–171. English translation: On Three-Valued Logic. In: Jan Łukasiewicz Selected Works. (L. Borkowski, ed.), North Holland, 87-88, 1990
54.
go back to reference Marr D (1982) Vision: a computational investigation into the human representation and processing of visual information. W. H. Freeman and Company, New York Marr D (1982) Vision: a computational investigation into the human representation and processing of visual information. W. H. Freeman and Company, New York
55.
go back to reference McClelland J (2009) The place of modeling in cognitive science. Topics in cognitive science. Wiley Online Library, Hoboken McClelland J (2009) The place of modeling in cognitive science. Topics in cognitive science. Wiley Online Library, Hoboken
57.
go back to reference Michael L (2019) Cognitive reasoning and learning mechanisms. In: Proceedings of the 2019 towards concious AI system symposium, vol. 2287. CEUR Workshop Proceedings Michael L (2019) Cognitive reasoning and learning mechanisms. In: Proceedings of the 2019 towards concious AI system symposium, vol. 2287. CEUR Workshop Proceedings
58.
go back to reference Miller GA (1995) WordNet: a lexical database for english. Commun ACM 38(11):39–41CrossRef Miller GA (1995) WordNet: a lexical database for english. Commun ACM 38(11):39–41CrossRef
59.
go back to reference Mostafazadeh N, Roth M, Louis A, Chambers N, Allen J (2017) LSDSem 2017 shared task: The story cloze test. In: Proceedings of the 2nd workshop on linking models of lexical, sentential and discourse-level semantics. Association for Computational Linguistics, pp 46–51 Mostafazadeh N, Roth M, Louis A, Chambers N, Allen J (2017) LSDSem 2017 shared task: The story cloze test. In: Proceedings of the 2nd workshop on linking models of lexical, sentential and discourse-level semantics. Association for Computational Linguistics, pp 46–51
60.
go back to reference Mueller ET (2014) Commonsense reasoning, 2nd edn. Morgan Kaufmann, San Francisco Mueller ET (2014) Commonsense reasoning, 2nd edn. Morgan Kaufmann, San Francisco
63.
go back to reference Newell A (1990) Unified theories of cognition. Harvard University Press, Cambridge Newell A (1990) Unified theories of cognition. Harvard University Press, Cambridge
64.
go back to reference Newell A, Simon HA (1972) Human problem solving. Prentice-Hall, Englewood Cliffs Newell A, Simon HA (1972) Human problem solving. Prentice-Hall, Englewood Cliffs
65.
go back to reference Oaksford M, Chater N (2007) Bayesian rationality: the probabilistic approach to human reasoning. Oxford University Press, Oxford Cognitive Science SeriesCrossRef Oaksford M, Chater N (2007) Bayesian rationality: the probabilistic approach to human reasoning. Oxford University Press, Oxford Cognitive Science SeriesCrossRef
66.
go back to reference Oliviera da Costa A, Dietz Saldanha EA, Hölldobler S, Ragni M (2017) A computational logic approach to human syllogistic reasoning. In: Gunzelmann G, Howes A, Tenbrink T, Davelaar EJ (eds) Proceedings of the 39th annual conference of the cognitive science society. Cognitive Science Society, Austin, pp 883–888888 Oliviera da Costa A, Dietz Saldanha EA, Hölldobler S, Ragni M (2017) A computational logic approach to human syllogistic reasoning. In: Gunzelmann G, Howes A, Tenbrink T, Davelaar EJ (eds) Proceedings of the 39th annual conference of the cognitive science society. Cognitive Science Society, Austin, pp 883–888888
67.
go back to reference Ostermann S, Roth M, Modi A, Thater S, Pinkal M (2018) SemEval-2018 task 11: Machine comprehension using commonsense knowledge. In: Proceedings of the 12th international workshop on semantic evaluation. Association for Computational Linguistics, pp 747–757 Ostermann S, Roth M, Modi A, Thater S, Pinkal M (2018) SemEval-2018 task 11: Machine comprehension using commonsense knowledge. In: Proceedings of the 12th international workshop on semantic evaluation. Association for Computational Linguistics, pp 747–757
69.
go back to reference Pagel P, Portmann E, Vey K (2018) Cognitive computing. Informatik Spektrum 41(1–2) (Edited special issues) Pagel P, Portmann E, Vey K (2018) Cognitive computing. Informatik Spektrum 41(1–2) (Edited special issues)
70.
go back to reference Pereira LM, Dietz EA, Hölldobler S (2014) An abductive reasoning approach to the belief-bias effect. In: Baral C, Giacomo GD, Eiter T (eds) Principles of knowledge representation and reasoning: proceedings of the 14th international conference. AAAI Press, Cambridge, pp 653–656656 Pereira LM, Dietz EA, Hölldobler S (2014) An abductive reasoning approach to the belief-bias effect. In: Baral C, Giacomo GD, Eiter T (eds) Principles of knowledge representation and reasoning: proceedings of the 14th international conference. AAAI Press, Cambridge, pp 653–656656
71.
go back to reference Perlis D, Brody J (2019) Operationalizing consciousness. In: Proceedings of the 2019 towards conscious AI system symposium, vol 2287 Perlis D, Brody J (2019) Operationalizing consciousness. In: Proceedings of the 2019 towards conscious AI system symposium, vol 2287
73.
go back to reference Ragni M, Dietz EA, Kola I, Hölldobler S (2016) Two-valued logic is not sufficient to model human reasoning, but three-valued logic is: a formal analysis. In: U Furbach, C Schon (eds) Bridging 2016—bridging the gap between human and automated reasoning, CEUR Workshop Proceedings, vol 1651, pp 61–73. CEUR-WS.org. http://ceur-ws.org/Vol-1651/ Ragni M, Dietz EA, Kola I, Hölldobler S (2016) Two-valued logic is not sufficient to model human reasoning, but three-valued logic is: a formal analysis. In: U Furbach, C Schon (eds) Bridging 2016—bridging the gap between human and automated reasoning, CEUR Workshop Proceedings, vol 1651, pp 61–73. CEUR-WS.org. http://​ceur-ws.​org/​Vol-1651/​
74.
go back to reference Ragni M, Khemlani S, Johnson-Laird PN (2013) The evaluation of the consistency of quantified assertions. Mem Cognit 42(1):53–66CrossRef Ragni M, Khemlani S, Johnson-Laird PN (2013) The evaluation of the consistency of quantified assertions. Mem Cognit 42(1):53–66CrossRef
75.
go back to reference Ragni M, Knauff M (2013) A theory and a computational model of spatial reasoning with preferred mental models. Psychol Rev 120(3):561–588CrossRef Ragni M, Knauff M (2013) A theory and a computational model of spatial reasoning with preferred mental models. Psychol Rev 120(3):561–588CrossRef
76.
go back to reference Rips LJ (1994) The psychology of proof: deductive reasoning in human thinking. The MIT Press, CambridgeMATH Rips LJ (1994) The psychology of proof: deductive reasoning in human thinking. The MIT Press, CambridgeMATH
78.
go back to reference Roemmele M, Bejan CA, Gordon AS (2011) Choice of plausible alternatives: an evaluation of commonsense causal reasoning. In: AAAI spring symposium: logical formalizations of commonsense reasoning, pp 90–95 Roemmele M, Bejan CA, Gordon AS (2011) Choice of plausible alternatives: an evaluation of commonsense causal reasoning. In: AAAI spring symposium: logical formalizations of commonsense reasoning, pp 90–95
80.
go back to reference Simon H, Wallach D (1999) Cognitive modeling in perspective. Kognitionswissenschaft 8:1–4CrossRef Simon H, Wallach D (1999) Cognitive modeling in perspective. Kognitionswissenschaft 8:1–4CrossRef
82.
go back to reference Stenning K, van Lambalgen M (2005) Semantic interpretation as computation in nonmonotonic logic: the real meaning of the suppression task. Cogn Sci 29:919–960CrossRef Stenning K, van Lambalgen M (2005) Semantic interpretation as computation in nonmonotonic logic: the real meaning of the suppression task. Cogn Sci 29:919–960CrossRef
83.
go back to reference Stenning K, van Lambalgen M (2008) Human reasoning and cognitive science. MIT Press, CambridgeCrossRef Stenning K, van Lambalgen M (2008) Human reasoning and cognitive science. MIT Press, CambridgeCrossRef
84.
go back to reference Sutcliffe G (2017) The TPTP problem library and associated infrastructure. From CNF to TH0, TPTP v6.4.0. J Autom Reason 59(4):483–502MathSciNetCrossRefMATH Sutcliffe G (2017) The TPTP problem library and associated infrastructure. From CNF to TH0, TPTP v6.4.0. J Autom Reason 59(4):483–502MathSciNetCrossRefMATH
Metadata
Title
Cognitive Reasoning: A Personal View
Authors
Ulrich Furbach
Steffen Hölldobler
Marco Ragni
Claudia Schon
Frieder Stolzenburg
Publication date
29-06-2019
Publisher
Springer Berlin Heidelberg
Published in
KI - Künstliche Intelligenz / Issue 3/2019
Print ISSN: 0933-1875
Electronic ISSN: 1610-1987
DOI
https://doi.org/10.1007/s13218-019-00603-3

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