Summary
We describe the role of context models in natural language processing systems and their implementation and evaluation in the SmartKom system. We show that contextual knowledge is needed for an ensemble of tasks, such as lexical and pragmatic disambiguation, decontextualizion of domain and common-sense knowledge that was left implicit by the user and for estimating an overall coherence score that is used in intention recognition. As the successful evaluations show, the implemented context model enables a multicontext system, such as SmartKom, to respond felicitously to contextually underspecified questions. This ability constitutes an important step toward making dialogue systems more intuitively usable and conversational without losing their reliability and robustness.
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References
V. Akman and M. Surav. Steps Toward Formalizing Context. AI Magazine, 17(3):55–72, 1996.
J. Alexandersson and T. Becker. The Formal Foundations Underlying Overlay. In: Proc. 5th Int. Workshop on Computational Semantics (IWCS-5), pp. 22–36, Tilburg, The Netherlands, February 2003.
J.F. Allen. Natural Language Understanding. Benjamin/Cummings, Menlo Park, CA, 1987.
J.F. Allen, L.K. Schubert, G. Ferguson, P. Heeman, C.H. Hwang, T. Kato, M. Light, N. Martin, B. Miller, M. Poesio, and D. Traum. The TRAINS Project: A Case Study in Building a Conversational Agent. Journal of Experimental and Theoretical AI, 7:7–48, 1995.
H. Aust, M. Oerder, F. Seide, and V. Steinbiss. The Philips Automatic Train Timetable Information System. Speech Communication, 17:249–262, 1995.
C.F. Baker, C.J. Fillmore, and J.B. Lowe. The Berkeley FrameNet Project. In: Proc. COLING-ACL’98, pp. 86–90, Montreal, Canada, 1998.
N. Beringer, U. Kartal, K. Louka, F. Schiel, and U. Türk. PROMISE: A Procedure for Multimodal Interactive System Evaluation. In: Proc. Workshop on Multimodal Resources and Multimodal Systems Evaluation, pp. 77–80, Las Palmas, Spain, 2002.
H. Bunt. Dialogue Pragmatics and Context Specification. In: H.C. Bunt and W.J. Black (eds.), Computational Pragmatics, Abduction, Belief and Context; Studies in Computational Pragmatics, pp. 81–150. John Benjamins, Amsterdam, 2000.
M.J. Collins. A New Statistical Parser Based on Bigram Lexical Dependencies. In: Proc. 34th ACL, pp. 184–191, Santa Cruz, CA, 1996.
J.H. Connolly. Context in the Study of Human Languages and Computer Programming Languages: A Comparison. Modeling and Using Context, 2116:116–128, 2001.
C. Ebert, S. Lappin, H. Gregory, and N. Nicolov. Generating Full Paraphrases of Fragments in a Dialogue Interpretation System. In: Proc. 2nd SIGdial Workshop on Discourse and Dialogue, pp. 58–67, Aalborg, Denmark, September, 1–2 2001.
R. Engel. SPIN: Language Understanding for Spoken Dialogue Systems Using a Production System Approach. In: Proc. ICSLP-2002, pp. 2717–2720, Denver, CO, 2002.
G. Ferguson and J.F. Allen. TRIPS: An Intelligent Integrated Problem-Solving Assistant. In: Proc. 15th Nat. Conf. on Artificial Intelligence & 10th Conf. on Innovative Applications of Artificial Intelligence, pp. 567–573, Madison, WI, 1998.
A. Flycht-Erriksson. A Survey of Knowledge Sources in Dialogue Systems. In: Proc. IJCAI-99Workshop on Knowledge and Reasoning in Practical Dialogue Systems, pp. 41–48, 1999.
F. Gallwitz, M. Aretoulaki, M. Boros, J. Haas, S. Harbeck, R. Huber, H. Niemann, and E. Nöth. The Erlangen Spoken Dialogue System EVAR: A State-of-the-Art Information Retrieval System. In: Proc. 1998 Int. Symposium on Spoken Dialogue (ISSD 98), pp. 19–26, Sydney, Australia, 30 November 1998.
M. Gavaldá and A. Waibel. Growing Semantic Grammars. In: Proc. COLINGACL’98, pp. 451–456, Montreal, Canada, 1998.
D. Gelbart, J. Bryant, A. Stolcke, R. Porzel, M. Baudis, and N. Morgan. SmartKom English: From Robust Recognition to Felicitous Interaction, 2006. In this volume.
Y. Gil and V. Ratnakar. A Comparison of (Semantic) Markup Languages. In: Proc. 15th Int. FLAIRS Conf., pp. 408–412, Pensacola, FL, 2002.
A.L. Gorin, G. Riccardi, and J.H. Wright. How May I Help You? Speech Communication, 23(1/2):113–127, 1997.
I. Gurevych, R. Malaka, R. Porzel, and H.P. Zorn. Semantic Coherence Scoring Using an Ontology. In: Proc. Human Language Technology Conference / North American Chapter of the Association for Computational Linguistics Annual Meeting 2003, pp. 88–95, Edmonton, Canada, 2003a.
I. Gurevych, R. Porzel, and R. Malaka. Modeling Domain Knowledge: Know-How and Know-What, 2006. In this volume.
I. Gurevych, R. Porzel, E. Slinko, N. Pfleger, J. Alexandersson, and S. Merten. Less Is More: Using a Single Knowledge Representation in Dialogue Systems. In: Proc. HLT-NAACL’03 Workshop on Text Meaning, pp. 14–21, Edmonton, Canada, May 2003b.
I. Gurevych, R. Porzel, and M. Strube. Annotating the Semantic Consistency of Speech Recognition Hypotheses. In: Proc. 3rd SIGdial Workshop on Discourse and Dialogue, pp. 46–49, Philadelphia, PA, July 2002.
E. Hovy, L. Gerber, U. Hermjakob, C. Lin, and D. Ravichandran. Toward Semantics-Based Answer Pinpointing. In: Proc. 1st Int. Conf. on Human Language Technology, 2001.
M. Johnston, S. Bangalore, G. Vasireddy, A. Stent, P. Ehlen, M. Walker, S. Whittaker, and P. Maloor. MATCH: An Architecture for Multimodal Dialogue Systems. In: Proc. 10th ACM Int. Symposium on Advances in Geographic Information Systems, pp. 376–383, Washington, DC, 2002.
R. Krauss. The Role of the Listener: Addressee Influences on Message Formulation. Journal of Language and Social Psychology, 6:91–98, 1987.
M. Löckelt, T. Becker, N. Pfleger, and J. Alexandersson. Making Sense of Partial. In: C.M. Johan Bos, Mary Ellen Foster (ed.), Proc. 6th Workshop on the Semantics and Pragmatics of Dialogue (EDILOG 2002), pp. 101–107, Edinburgh, UK, September 2002.
R. Malaka and A. Zipf. Deep Map: Challenging IT Research in the Framework of a Tourist Information System. In: D.R. Fesenmaier, S. Klein, and D. Buhalis (eds.), Proc. 7th. Int. Conf. on Information and Communication Technologies in Tourism (ENTER 2000), pp. 15–27, Berlin Heidelberg New York, 26–28 April 2000. Springer.
J. McCarthy. Notes on Formalizing Contexts. In: T. Kehler and S. Rosenschein (eds.), Proc. 5th Nat. Conf. on Artificial Intelligence, pp. 555–560, Los Altos, CA, 1986. Morgan Kaufmann.
J. McCarthy. Generality in Artificial Intelligence. In: V. Lifschitz (ed.), Formalizing Common Sense: Papers by John McCarthy, pp. 226–236, Norwood, NJ, 1990. Ablex Publishing Corporation.
D. Moldovan, M. Pasca, S. Harabagiu, and M. Surdeanu. Performance Issues and Error Analysis in an Open-Domain Question Answering System. In: Proc. 40th ACL, pp. 33–40, Philadelphia, PA, 2002.
G. Nunberg. The Pragmatics of Reference. Indiana University Linguistics Club, 1987.
M. Oerder and H. Ney. Word Graphs: An Efficient Interface Between Continuous-Speech Recognition and Language Understanding. In: Proc. Int. Conf. on Acoustics, Speech, and Signal Processing (ICASSP-93), vol. 2, pp. 119–122, Minneapolis, MN, 1993.
R. Pieraccini, E. Tzoukermann, Z. Gorelov, J.G.E. Levin, C. Lee, and J. Wilpon. A Speech Understanding System Based on Statistical Representation of Semantics. In: Proc. Int. Conf. on Acoustics Speech Signal Processing, San Francisco, CA, 1992.
R. Porzel and M. Baudis. The Tao of CHI: Towards Felicitous Human-Computer Interaction. In: Proc. Human Language Technology Conference / North American Chapter of the Association for Computational Linguistics Annual Meeting 2004, Boston, MA, 2004.
R. Porzel and I. Gurevych. Towards Context-Adaptive Utterance Interpretation. In: Proc. the 3rd SIGdial Workshop on Discourse and Dialogue, pp. 90–95, Philadelphia, PA, 2002.
R. Porzel and I. Gurevych. Contextual Coherence in Natural Language Processing. In: P. Blackburn, C. Ghidini, R. Turner, and F. Giunchiglia (eds.), Modeling and Using Context, LNAI 2680, Berlin Heidelberg New York, 2003. Springer.
R. Porzel, I. Gurevych, and C. Müller. Ontology-Based Contextual Coherence Scoring. In: Proc. 4th SIGdial Workshop on Discourse and Dialogue, Sapporo, Japan, July 2003a.
R. Porzel, N. Pfleger, S. Merten, M. Loeckelt, I. Gurevych, R. Engel, and J. Alexandersson. More on Less: Further Applications of Ontologies in Multi-Modal Dialogue Systems. In: Proc. 3rd IJCAI 2003Workshop on Knowledge and Reasoning in Practical Dialogue Systems, Acapulco, Mexico, 2003b.
R. Porzel and M. Strube. Towards Context Adaptive Natural Language Processing Systems. In: M. Klenner and H. Visser (eds.), Proc. Int. Symposium: Computional Linguistics for the New Millenium, pp. 141–156. Peter Lang, Berlin, 2002.
J. Prager, D. Radev, and K. Czuba. Answering What-Is Questions by Virtual Annotation. In: Proc. 1st Int. Conf. on Human Language Technology, 2001.
S. Rapp and M. Strube. An Iterative Data Collection Approach for Multimodal Dialogue Systems. In: Proc. 3rd Int. Conf. on Language Resources and Evaluation (LREC 2002), pp. 661–665, Las Palmas, Spain, 2002.
S. Rapp, S. Torge, S. Goronzy, and R. Kompe. Dynamic Speech Interfaces. In: Proc. Workshop Artificial Intelligence in Mobile Systems, ECAI 2000, Berlin, Germany, 2000.
S.J. Russell and P. Norvig. Artificial Intelligence. A Modern Approach. Prentice Hall, Englewood Cliffs, NJ, 1995.
W. Wahlster. SmartKom: Fusion and Fission of Speech, Gestures, and Facial Expressions. In: Proc. 1st Int. Workshop on Man-Machine Symbiotic Systems, pp. 213–225, Kyoto, Japan, 2002.
W. Wahlster. SmartKom: Symmetric Multimodality in an Adaptive and Reusable Dialogue Shell. In: R. Krahl and D. Günther (eds.), Proc. Human Computer Interaction Status Conference 2003, pp. 47–62, Berlin, Germany, June 2003. DLR.
M.A. Walker, C.A. Kamm, and D.J. Litman. Towards Developing General Model of Usability with PARADISE. Natural Language Engineering, 6, 2000.
D. Widdows. A Mathematical Model of Context. In: P. Blackburn, C. Ghidini, R. Turner, and F. Giunchiglia (eds.), Modeling and Using Context, LNAI 2680, Berlin Heidelberg New York, 2003. Springer.
P.H. Winston. Artificial Intelligence. Addison-Wesley, Reading, MA, 1992.
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Porzel, R., Gurevych, I., Malaka, R. (2006). In Context: Integrating Domain- and Situation-Specific Knowledge. In: Wahlster, W. (eds) SmartKom: Foundations of Multimodal Dialogue Systems. Cognitive Technologies. Springer, Berlin, Heidelberg . https://doi.org/10.1007/3-540-36678-4_18
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DOI: https://doi.org/10.1007/3-540-36678-4_18
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