We describe an interactive approach to question answering where the user and the system first negotiate the scope and shape of information being sought and then cooperate in locating and assembling the answer. The system, which we call HITIQA11, has access to a large repository of unprocessed and unformatted data, and is additionally equipped with limited capabilities to search and navigate this set. The user asks questions in English, for example “What are the effects of pollution on commercial fishing on the Black Sea?” Mediating between the data and the user is a Dialogue Management System that attempts to make some sense of what the user is asking and what can be retrieved from the database, and then reconcile these through a dialogue. The purpose of the Dialogue Manager is to make the communication between the human and the machine possible and as efficient as it can be, but it does not necessarily imply a full understanding thus leaving the initiative fully in user’s hands. The HITIQA system has been designed primarily for information analysts who require answers to complex, analytical questions, not just finding simple facts.
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15. References
Aist, Gregory, John Dowding, Beth Ann Hockey and Jim Hieronymus. 2002. A Demonstration of a Spoken Dialogue Interface to an Intelligent Procedure Assistant for Astronaut Training and Support Proceedings of the ACL-2002. pp. 83-84
Allen, J.F. 1979. A Plan Based Approach to Speech Act Recognition. TR University of Toronto.
Allen, J. and M. Core. 1997. Draft of DAMSL: Dialog Act Markup in Several Layers. http://www.cs.rochester.edu/research/cisd/resources/damsl/AMITIÉS Project. 2003. http://www.dcs.shef.ac.uk/nlp/AMITIÉS/
Bagga, A., T. Strzalkowski, and G.B. Wise. 2000. PartsID: A Dialog-Based System for Identifying Parts for Medical Systems. Proc. of the ANLP-NAACL-2.
Buckley, Chris. May 1985. Implementation of the Smart information retrieval system. Technical Report TR85-686, Department of Computer Science, Cornell University, Ithaca, NY.
Bunt, H.C. Dynamic Interpretation and Dialogue Theory. In M. Taylor, D. Bouwhuis, F. Neel, eds., The Structure of Multimodal Dialogue, volume 2. John Benjamins Publishing Company, Amsterdam, 1997.
Callan, James, P., W. Bruce Croft, Stephen M. Harding 1992. The INQUERY Retrieval System. Proc. of DEXA-92, 3rd International Conference on Database and Expert Systems Applications. 78-83.
Cunningham, H., D. Maynard, K. Bontcheva, V. Tablan and Y. Wilks. 2000 Experience of using GATE for NLP R&D. In Coling 2000 Workshop on Using Toolsets and Architectures To Build NLP Systems.
DARPA Communicator Program. 2002. http://www.darpa.mil/iao/communicator
Dowding, John and James Hieronymus. 2003. A Spoken Dialogue Interface to a Geologist’s Field Assistant. Proceedings of HLT/NAACL 2003. Edmonton, Canada.
Ferguson, George and James Allen. 1998. “TRIPS: An Intelligent Integrated Problem-Solving Assistant,” in Proc. of the Fifteenth National Conference on Artificial Intelligence (AAAI-98), Madison, WI. 567-573.
Gorin, A.L., G. Riccardi and J. Wright. 1997. How May I Help You? Speech Communication, 23 (1/2): 113-127.
Grinstein, G.G., H. Levkowitz, R.M. Pickett, and S. Smith. 1993. “Visualization alternatives: non-pixel based images,” Proc. Of IS&T 46 th Annual Conf., pp. 132-133.
Harabagiu, Sanda, M., George A. Miller, Dan I. Moldovan. 1999. WordNet 2 - A Morphologically and Semantically Enhanced Resource, SIGLEX 1999.
Harabagiu, S., M. Pasca and S. Maiorano. 2000. Experiments with Open-Domain Textual Question Answering. In Proc. of COLING-2000. 292-298.
Hardy, H., N. Shimizu, T. Strzalkowski, L. Ting, B. Wise and X. Zhang. 2002. Cross-Document Summarization by Concept Classification. Proceedings of SIGIR-2002, Tampere, Finland.
Hardy, H., K. Baker, L. Devillers, L. Lamel, S. Rosset, T. Strzalkowski, C. Ursu and N. Webb. 2002. Multi-layer Dialogue Annotation for Automated Multilingual Customer Service. ISLE Workshop, Edinburgh, Scotland.
Hochberg, Judith, Nanda Kambhatla and Salim Roukos. 2002. A Flexible Framework for Developing Mixed-Initiative Dialog Systems. Proc. of 3 rd SIGDIAL Workshop on Discourse and Dialogue, Philadelphia.
Hovy, E., L. Gerber, U. Hermjakob, M. Junk, C-Y. Lin. 2000. Question Answering in Webclopedia. Proceedings of Text Retrieval Conference (TREC-9).
Humphreys, R. Gaizauskas, S. Azzam, C. Huyck, B. Mitchell, H. Cunningham, Y. Wilks. 1998. Description of the LaSIE-II System as Used for MUC-7. In Proceedings of the Seventh Message Understanding Conference (MUC-7.)
Johnston, M., Ehlen, P., Bangalore, S., Walker., M., Stent, A., Maloor, P., and Whittaker, S. 2002. MATCH: An Architecture for Multimodal Dialogue Systems. In Meeting of the Association for Computational Linguistics.
Kobsa, A., and Wahlster, W. (eds.), 1989. User Models in Dialog Systems. New York: Springer.
Litman, Diane J. and Shimei Pan. 2002. Designing and Evaluating an Adaptive Spoken Dialogue System. User Modeling and User-Adapted Interaction. 12(2/3): 111-137.
Loebner Prize web site. 2003. http://www.loebner.net/Prizef/loebner-prize.html
Lehnert, W.G. 1978. The Process of Question Answering. Lawrence Erlbaum Assoc., Hillsdale.
Miller, G.A. 1995. WordNet: A Lexical Database. Comm. of the ACM, 38(11): 39-41.
Morse, E. 2004. An Investigation of Evaluation Metrics for Analytic Question Answering. Proceedings of AQUAINT Phase 2 6-month PI Meeting, Tampa.
Prager, John, Dragomir R. Radev, and Krzysztof Czuba. 2001. Answering what-is questions by virtual annotation. In Human Language Technology Conference, Demonstrations Section, San Diego, CA.
Robertson, Stephen E., Steve Walker, Micheline Hancock-Beaulieu. 2000. Experimentation as a way of life: Okapi at TREC. Information Processing and Management 36(1): 95-108.
Seneff, S. and J. Polifroni. 2000. Dialogue Management in the MERCURY Flight Reservation System. Proc. ANLP-NAACL 2000, Satellite Workshop, 1-6, Seattle, WA.
Small, Sharon, Nobuyuki Shimizu, Tomek Strzalkowski and Liu Ting. 2003. HITIQA: A Data Driven Approach to Interactive Question Answering: A Preliminary Report. Proceedings of AAAI Spring Symposium on New Directions in Question Answering, Stanford University. pp. 94-104.
Strzalkowski, T. and J. Wang.1996. The Self-Learning Universal Concept Spotter. Proceedings of COLING-96.
Tang, Rong, K.B. Ng, Tomek Strzalkowski and Paul Kantor. 2003. “Automatic Prediction of Information Quality in News Documents.” Proceedings of HLT-NAACL 2003, Edmonton, Canada.
Traum, David. 1994. A Computational Theory of Grounding in Natural Language Conversation, TR 545 and Ph.D. Thesis, Computer Science Dept., U. Rochester.
Wacholder, N., P. Kantor, S. Small, T. Strzalkowski, D. Kelly, R. Rittman, S. Ryan and R. Salkin. 2003. Evaluation of the HITIQA Analysts’ Workshops. Report prepared for Advanced Research and Development Activity (ARDA).
Wacholder, et al. (forthcoming) A Model for Realistic Evaluation of an End-to-end Question Answering System. Accepted for publication in JASIST
Walker, Marilyn A. 2000. An Application of Reinforcement Learning to Dialogue Strategy Selection in a Spoken Dialogue System for Email. Journal of Artificial Intelligence Research. 12: 387-416.
Ward, W. and B. Pellom. 1999. The CU Communicator System. http://communicator.colorado.edu/ Weizenbaum, Joseph. 1966. ELIZA - A Computer Program For the Study of Natural Language Communication Between Man and Machine. Communications of the ACM, Vol. 9 (1) pp. 6-35.
Xu, Jinxi, Ana Licuanan, Jonathan May, Scott Miller and Ralph Weischedel. 2002. TREC2002 QA at BBN: Answer Selection and Confidence Estimation. Proceedings of TREC 2002. NIST Special Publication.
Yangarber, Roman. 2002. Acquisition of Domain Knowledge. In M. T. Pazienza (ed.), Lecture Notes in Artificial Intelligence, Springer-Verlag, Rome, Italy.
Yangarber, Roman. 2003. Counter-Training in Discovery of Semantic Patterns. Proceedings of ACL-2003, Sapporo, Japan.
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Strzalkowski, T. et al. (2008). Question Answering As Dialogue With Data. In: Strzalkowski, T., Harabagiu, S.M. (eds) Advances in Open Domain Question Answering. Text, Speech and Language Technology, vol 32. Springer, Dordrecht. https://doi.org/10.1007/978-1-4020-4746-6_5
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