The DeepQA Research Team Publications
2015
Automated Problem List Generation from Electronic Medical Records in IBM Watson
Murthy Devarakonda, Ching-Huei Tsou
Innovative Applications of Artificial Intelligence (IAAI-15), 2015
Murthy Devarakonda, Ching-Huei Tsou
Innovative Applications of Artificial Intelligence (IAAI-15), 2015
Decision Making in IBM Watson Question Answering
J. William Murdock
Web presentation: Ontology Summit 2015
J. William Murdock
Web presentation: Ontology Summit 2015
Unsupervised Entity-Relation Analysis in IBM Watson
Aditya Kalyanpur, J William Murdock
Proceedings of the Third Annual Conference on Advances in Cognitive Systems (ACS 2015)
Abstract
Aditya Kalyanpur, J William Murdock
Proceedings of the Third Annual Conference on Advances in Cognitive Systems (ACS 2015)
Abstract
Commonsense Reasoning: An Event Calculus Based Approach
E T Mueller
Morgan Kaufmann/Elsevier, 2015
E T Mueller
Morgan Kaufmann/Elsevier, 2015
2014
Problem-oriented patient record summary: An early report on a Watson application
M. Devarakonda, Dongyang Zhang, Ching-Huei Tsou, M. Bornea
e-Health Networking, Applications and Services (Healthcom), 2014 IEEE 16th International Conference on, pp. 281-286
M. Devarakonda, Dongyang Zhang, Ching-Huei Tsou, M. Bornea
e-Health Networking, Applications and Services (Healthcom), 2014 IEEE 16th International Conference on, pp. 281-286
WatsonPaths: Scenario-based Question Answering and Inference over Unstructured Information
Adam Lally, Sugato Bachi, Michael A. Barborak, David W. Buchanan, Jennifer Chu-Carroll, David A. Ferrucci*, Michael R. Glass, Aditya Kalyanpur, Erik T. Mueller, J. William Murdock, Siddharth Patwardhan, John M. Prager, Christopher A. Welty.
IBM Research Report RC25489, IBM, 2014
Adam Lally, Sugato Bachi, Michael A. Barborak, David W. Buchanan, Jennifer Chu-Carroll, David A. Ferrucci*, Michael R. Glass, Aditya Kalyanpur, Erik T. Mueller, J. William Murdock, Siddharth Patwardhan, John M. Prager, Christopher A. Welty.
IBM Research Report RC25489, IBM, 2014
Medical Relation Extraction with Manifold Models
Chang Wang and James Fan
The 52nd Annual Meeting of the Association for Computational Linguistics (ACL 2014), pp. 828-838
Abstract
Chang Wang and James Fan
The 52nd Annual Meeting of the Association for Computational Linguistics (ACL 2014), pp. 828-838
Abstract
2013
Semantic Technologies in IBM Watson
A. Gliozzo, O. Biran, S. Patwardhan, K. McKeown
Proceedings of the Fourth Workshop on Teaching NLP and CL, pp. 85--92, 2013
A. Gliozzo, O. Biran, S. Patwardhan, K. McKeown
Proceedings of the Fourth Workshop on Teaching NLP and CL, pp. 85--92, 2013
Parallel and Nested Decomposition for Factoid Questions
B. Boguraev, S. Patwardhan, A. Kalyanpur, J. Chu-Carroll, A. Lally
Natural Language Engineering, 2013
B. Boguraev, S. Patwardhan, A. Kalyanpur, J. Chu-Carroll, A. Lally
Natural Language Engineering, 2013
Analysis of watson's strategies for playing Jeopardy!
G. Tesauro, D. C. Gondek, J. Lenchner, J. Fan and J. M. Prager
Journal of Artificial Intelligence Research47, 205-251, AI Access Foundation, 2013
G. Tesauro, D. C. Gondek, J. Lenchner, J. Fan and J. M. Prager
Journal of Artificial Intelligence Research47, 205-251, AI Access Foundation, 2013
Computational models of narrative
E T Mueller
Sprache und Datenverarbeitung (International Journal for Language Data Processing)1/2, 2013
Abstract
E T Mueller
Sprache und Datenverarbeitung (International Journal for Language Data Processing)1/2, 2013
Abstract
Tools and Methods for Building Watson
Eric Brown, Eddie Epstein, J William Murdock, Tong-Haing Fin
IBM Research Report RC25356, 2013
Abstract
Eric Brown, Eddie Epstein, J William Murdock, Tong-Haing Fin
IBM Research Report RC25356, 2013
Abstract
Distant Supervision for Relation Extraction with an Incomplete Knowledge Base
Bonan Min, Ralph Grishman, Li Wan, Chang Wang, David Gondek
The 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2013)
Bonan Min, Ralph Grishman, Li Wan, Chang Wang, David Gondek
The 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2013)
Multiscale Manifold Learning
Chang Wang and Sridhar Mahadevan
The 27th AAAI Conference on Artificial Intelligence (AAAI 2013)
Chang Wang and Sridhar Mahadevan
The 27th AAAI Conference on Artificial Intelligence (AAAI 2013)
Manifold Alignment Preserving Global Geometry
Chang Wang and Sridhar Mahadevan
The 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013),
Chang Wang and Sridhar Mahadevan
The 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013),
Watson: Beyond Jeopardy!
David A. Ferrucci, Anthony Levas, Sugato Bagchi, David Gondek, Erik T. Mueller
Artif. Intell.199, 93--105, 2013
David A. Ferrucci, Anthony Levas, Sugato Bagchi, David Gondek, Erik T. Mueller
Artif. Intell.199, 93--105, 2013
2012
Question answering in natural language narratives using symbolic probabilistic reasoning
H Hajishirzi, E T Mueller
Proceedings of the Twenty-Fifth International Florida Artificial Intelligence Research Society Conference, 2012
H Hajishirzi, E T Mueller
Proceedings of the Twenty-Fifth International Florida Artificial Intelligence Research Society Conference, 2012
Question analysis: How Watson reads a clue
A. Lally, J. M. Prager, M. C. McCord, B. K. Boguraev, S. Patwardhan, J. Fan, P. Fodor, J. Chu-Carroll
IBM Journal of Research and Development 56(3.4), 2--1, IBM, 2012
A. Lally, J. M. Prager, M. C. McCord, B. K. Boguraev, S. Patwardhan, J. Fan, P. Fodor, J. Chu-Carroll
IBM Journal of Research and Development 56(3.4), 2--1, IBM, 2012
Fact-based question decomposition in DeepQA
A. Kalyanpur, S. Patwardhan, B. K. Boguraev, A. Lally, J. Chu-Carroll
IBM Journal of Research and Development 56(3.4), 2012
A. Kalyanpur, S. Patwardhan, B. K. Boguraev, A. Lally, J. Chu-Carroll
IBM Journal of Research and Development 56(3.4), 2012
When Did that Happen? -- Linking Events and Relations to Timestamps
D. Hovy, J. Fan, A. Gliozzo, S. Patwardhan, C. Welty
Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics, 2012
D. Hovy, J. Fan, A. Gliozzo, S. Patwardhan, C. Welty
Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics, 2012
Labeling by Landscaping: Classifying Tokens in Context by Pruning and Decorating Trees
S. Patwardhan, B. Boguraev, A. Agarwal, A. Moschitti, J. Chu-Carroll
Proceedings of CIKM '12: International Conference on Information and Knowledge Management, 2012
S. Patwardhan, B. Boguraev, A. Agarwal, A. Moschitti, J. Chu-Carroll
Proceedings of CIKM '12: International Conference on Information and Knowledge Management, 2012
A Comparison of Hard Filters and Soft Evidence for Answer Typing in Watson
C. Welty, J.W. Murdock, A. Kalyanpur, J. Fan
The 11th International Semantic Web Conference (ISWC), 2012
C. Welty, J.W. Murdock, A. Kalyanpur, J. Fan
The 11th International Semantic Web Conference (ISWC), 2012
A framework for merging and ranking of answers in DeepQA
DC Gondek, A. Lally, A. Kalyanpur, JW Murdock, P. Duboue, L. Zhang, Y. Pan, ZM Qiu, C. Welty
IBM Journal of Research and Development 56(3/4), 14, 2012
DC Gondek, A. Lally, A. Kalyanpur, JW Murdock, P. Duboue, L. Zhang, Y. Pan, ZM Qiu, C. Welty
IBM Journal of Research and Development 56(3/4), 14, 2012
Relation extraction and scoring in DeepQA
C. Wang, A. Kalyanpur, J. Fan, BK Boguraev, DC Gondek
IBM Journal of Research and Development 56(3/4), 9, 2012
C. Wang, A. Kalyanpur, J. Fan, BK Boguraev, DC Gondek
IBM Journal of Research and Development 56(3/4), 9, 2012
Automatic knowledge extraction from documents
J. Fan, A. Kalyanpur, DC Gondek, DA Ferrucci
IBM Journal of Research and Development 56(3/4), 5, 2012
J. Fan, A. Kalyanpur, DC Gondek, DA Ferrucci
IBM Journal of Research and Development 56(3/4), 5, 2012
Typing candidate answers using type coercion
JW Murdock, A Kalyanpur, C Welty, J Fan, DA Ferrucci, DC Gondek, L Zhang, H Kanayama
IBM Journal of Research and Development 56(3/4), 7:1 - 7:13, IBM, 2012
Abstract
JW Murdock, A Kalyanpur, C Welty, J Fan, DA Ferrucci, DC Gondek, L Zhang, H Kanayama
IBM Journal of Research and Development 56(3/4), 7:1 - 7:13, IBM, 2012
Abstract
Deep parsing in Watson
MC McCord, JW Murdock, BK Boguraev
IBM Journal of Research and Development 56(3/4), 3:1 - 3:15, 2012
MC McCord, JW Murdock, BK Boguraev
IBM Journal of Research and Development 56(3/4), 3:1 - 3:15, 2012
Structured Data and Inference in DeepQA
A. Kalyanpur, B. Boguraev, S. Patwardhan, J.W. Murdock, A. Lally, C. Welty, J. Prager, B. Coppola, A. Fokoue
IBM Journal of Research and Development 56(3/4), 10:1 - 10:14, IBM, 2012
A. Kalyanpur, B. Boguraev, S. Patwardhan, J.W. Murdock, A. Lally, C. Welty, J. Prager, B. Coppola, A. Fokoue
IBM Journal of Research and Development 56(3/4), 10:1 - 10:14, IBM, 2012
Special Questions and Techniques
J. Prager, E. Brown, J. Chu-Carroll
IBM Journal of Research and Development 56(3-4), 11--1, IBM, 2012
J. Prager, E. Brown, J. Chu-Carroll
IBM Journal of Research and Development 56(3-4), 11--1, IBM, 2012
Finding needles in the haystack: Search and candidate generation
J. Chu-Carroll, J. Fan, BK Boguraev, D. Carmel, D. Sheinwald, C. Welty
IBM Journal of Research and Development 56(3/4), 2012
J. Chu-Carroll, J. Fan, BK Boguraev, D. Carmel, D. Sheinwald, C. Welty
IBM Journal of Research and Development 56(3/4), 2012
Textual resource acquisition and engineering
J Chu-Carroll, J Fan, N Schlaefer, W. Zadrozny
IBM Journal of Research and Development 56(3-4), 2012
J Chu-Carroll, J Fan, N Schlaefer, W. Zadrozny
IBM Journal of Research and Development 56(3-4), 2012
Question analysis: How Watson reads a clue
A. Lally, J. M. Prager, M. C. McCord, B. K. Boguraev, S. Patwardhan, J. Fan, P. Fodor, J. Chu-Carroll
IBM Journal of Research and Development 56(3/4), 2012
A. Lally, J. M. Prager, M. C. McCord, B. K. Boguraev, S. Patwardhan, J. Fan, P. Fodor, J. Chu-Carroll
IBM Journal of Research and Development 56(3/4), 2012
Identifying implicit relationships
J. Chu-Carroll, E. W. Brown, A. Lally, J. W. Murdock
IBM Journal of Research and Development 56(3/4), 12:1 - 12:10, 2012
J. Chu-Carroll, E. W. Brown, A. Lally, J. W. Murdock
IBM Journal of Research and Development 56(3/4), 12:1 - 12:10, 2012
Textual evidence gathering and analysis
J. W. Murdock, J. Fan, A. Lally, H. Shima, B. K. Boguraev
IBM Journal of Research and Development 56(3/4), 8:1 - 8:14, 2012
Abstract
J. W. Murdock, J. Fan, A. Lally, H. Shima, B. K. Boguraev
IBM Journal of Research and Development 56(3/4), 8:1 - 8:14, 2012
Abstract
Structured data and inference in DeepQA
A. Kalyanpur, B. K. Boguraev, S. Patwardhan, J. W. Murdock, A. Lally, C. Welty, C.; J. M. Prager, B. Coppola, A. Fokoue-Nkoutche, L. Zhang, Y. Pan, Z. M. Qiu
IBM Journal of Research and Development 56(3.4), 2012
A. Kalyanpur, B. K. Boguraev, S. Patwardhan, J. W. Murdock, A. Lally, C. Welty, C.; J. M. Prager, B. Coppola, A. Fokoue-Nkoutche, L. Zhang, Y. Pan, Z. M. Qiu
IBM Journal of Research and Development 56(3.4), 2012
Fact-based question decomposition in DeepQA
A. Kalyanpur, S. Patwardhan, BK Boguraev, A. Lally, J. Chu-Carroll
IBM Journal of Research and Development 56(3/4), 13, 2012
A. Kalyanpur, S. Patwardhan, BK Boguraev, A. Lally, J. Chu-Carroll
IBM Journal of Research and Development 56(3/4), 13, 2012
Statistical Approaches to Question Answering in Watson
J. W. Murdock, G. Tesauro
Mathematics Awareness Month theme essay, Joint Policy Board for Mathematics (JPBM), 2012
J. W. Murdock, G. Tesauro
Mathematics Awareness Month theme essay, Joint Policy Board for Mathematics (JPBM), 2012
Making Watson fast
E. A. Epstein, M. I. Schor, B. Iyer, A. Lally, E. W. Brown, J. Cwiklik
IBM Journal of Research and Development 56(3.4), 15--1, IBM, 2012
E. A. Epstein, M. I. Schor, B. Iyer, A. Lally, E. W. Brown, J. Cwiklik
IBM Journal of Research and Development 56(3.4), 15--1, IBM, 2012
2011
Jointly Learning Data-Dependent Label and Locality-Preserving Projections
Chang Wang and Sridhar Mahadevan
The 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011)
Chang Wang and Sridhar Mahadevan
The 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011)
Heterogeneous Domain Adaptation using Manifold Alignment
Chang Wang and Sridhar Mahadevan
The 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011)
Chang Wang and Sridhar Mahadevan
The 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011)
Relevance Feedback Exploiting Query-Specific Document Manifolds
Chang Wang, Emine Yilmaz, and Martin Szummer
The 20th ACM Conference on Information and Knowledge Management (CIKM2011)
Chang Wang, Emine Yilmaz, and Martin Szummer
The 20th ACM Conference on Information and Knowledge Management (CIKM2011)
Manifold Alignment
Chang Wang, Peter Krafft, and Sridhar Mahadevan
Manifold Learning: Theory and Applications, Taylor and Francis CRC Press, 2011
Chang Wang, Peter Krafft, and Sridhar Mahadevan
Manifold Learning: Theory and Applications, Taylor and Francis CRC Press, 2011
Reasoning about RoboCup soccer narratives
H Hajishirzi, E Amir, E T Mueller, J Hockenmaier
Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, AUAI Press, 2011
H Hajishirzi, E Amir, E T Mueller, J Hockenmaier
Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, AUAI Press, 2011
Symbolic probabilistic reasoning for narratives
H Hajishirzi, E T Mueller
Logical Formalizations of Commonsense Reasoning: Papers from the 2011 AAAI Spring Symposium, AAAI Press
H Hajishirzi, E T Mueller
Logical Formalizations of Commonsense Reasoning: Papers from the 2011 AAAI Spring Symposium, AAAI Press
Improving Recall on Conjunctive Queries against Text Documents using Query-Driven Hypothesis Generation
K Barker, J Fan, C Welty
Learning by Reading Workshop at IJCAI, 2011
K Barker, J Fan, C Welty
Learning by Reading Workshop at IJCAI, 2011
Mining Knowledge from Large Corpora for Type Coercion in Question Answering
James Fan, Aditya Kalyanpur, J. William Murdock, and Branimir K. Boguraev
Web Scale Knowledge Extraction (WEKEX) Workshop at International Semantic Web Conference, 2011
James Fan, Aditya Kalyanpur, J. William Murdock, and Branimir K. Boguraev
Web Scale Knowledge Extraction (WEKEX) Workshop at International Semantic Web Conference, 2011
Mining Knowledge from Large Corpora for Type Coercion in Question Answering
James Fan, Aditya Kalyanpur, J. William Murdock and Branimir K. Boguraev
Web Scale Knowledge Extraction (WEKEX) Workshop at International Semantic Web Conference, 2011
James Fan, Aditya Kalyanpur, J. William Murdock and Branimir K. Boguraev
Web Scale Knowledge Extraction (WEKEX) Workshop at International Semantic Web Conference, 2011
Statistical source expansion for question answering
Nico Schlaefer, Jennifer Chu-Carroll, Eric Nyberg, James Fan, Wlodek Zadrozny, David Ferrucci
CIKM '11 Proceedings of the 20th ACM international conference on Information and knowledge management , 2011
Nico Schlaefer, Jennifer Chu-Carroll, Eric Nyberg, James Fan, Wlodek Zadrozny, David Ferrucci
CIKM '11 Proceedings of the 20th ACM international conference on Information and knowledge management , 2011
Fact-Based Question Decomposition for Candidate Answer Re-Ranking
Aditya Kalyanpur, Siddharth Patwardhan, Branimir Boguraev, Adam Lally, and Jennifer Chu-Carroll
Proceedings of the ACM Conference on Information and Knowledge Management (CIKM), 2011, pp. 2045--2048
Aditya Kalyanpur, Siddharth Patwardhan, Branimir Boguraev, Adam Lally, and Jennifer Chu-Carroll
Proceedings of the ACM Conference on Information and Knowledge Management (CIKM), 2011, pp. 2045--2048
Relation Extraction with Relation Topics
Chang Wang, James Fan, Aditya Kalyanpur, and David Gondek
The 2011 Conference on Empirical Methods in Natural Language Processing (EMNLP 2011).
Chang Wang, James Fan, Aditya Kalyanpur, and David Gondek
The 2011 Conference on Empirical Methods in Natural Language Processing (EMNLP 2011).
Leveraging Wikipedia Characteristics for Search and Candidate Generation in Question Answering
J Chu-Carroll, J Fan
Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011
J Chu-Carroll, J Fan
Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011
Using Syntactic and Semantic Structural Kernels for Classifying Definition Questions in Jeopardy!
A Moschitti, J Chu-Carroll, S Patwardhan, J Fan, G Riccardi
Proceedings of the Conference on Empirical Methods for Natural Language Processing, pp. 73--76, 2011
A Moschitti, J Chu-Carroll, S Patwardhan, J Fan, G Riccardi
Proceedings of the Conference on Empirical Methods for Natural Language Processing, pp. 73--76, 2011
Leveraging Community-built Knowledge for Type Coercion in Question Answering
Aditya Kalyanpur, J William Murdock, James Fan, Chris Welty
International Semantic Web Conference (ISWC 2011). Winner of the Best Paper Award (In-Use Track), pp. 144--156, Springer
Aditya Kalyanpur, J William Murdock, James Fan, Chris Welty
International Semantic Web Conference (ISWC 2011). Winner of the Best Paper Award (In-Use Track), pp. 144--156, Springer
Structure Mapping for Jeopardy! Clues
J William Murdock
19th International Conference on Case Based Reasoning (ICCBR'11), pp. 6-10, Springer-Verlag, 2011
J William Murdock
19th International Conference on Case Based Reasoning (ICCBR'11), pp. 6-10, Springer-Verlag, 2011
2010
Computational models of narrative: Papers from the 2010 AAAI Fall Symposium, Technical Report FS-10-04
M Finlayson, P Gervas, E T Mueller, S Narayanan, P Winston
AAAI Press, 2010
M Finlayson, P Gervas, E T Mueller, S Narayanan, P Winston
AAAI Press, 2010
Learning to Predict Readability using Diverse Linguistic Features
Rohit Kate, Xiaoqiang Luo, Siddharth Patwardhan, Martin Franz, Radu Florian, Raymond Mooney, Salim Roukos, Chris Welty
Proceedings of the 23rd International Conference on Computational Linguistics, pp. 546--554, 2010
Rohit Kate, Xiaoqiang Luo, Siddharth Patwardhan, Martin Franz, Radu Florian, Raymond Mooney, Salim Roukos, Chris Welty
Proceedings of the 23rd International Conference on Computational Linguistics, pp. 546--554, 2010
Prismatic: Inducing knowledge from a large scale lexicalized relation resource
J Fan, D Ferrucci, D Gondek, A Kalyanpur
Proceedings of the NAACL HLT 2010 First International Workshop on Formalisms and Methodology for Learning by Reading, pp. 122--127
J Fan, D Ferrucci, D Gondek, A Kalyanpur
Proceedings of the NAACL HLT 2010 First International Workshop on Formalisms and Methodology for Learning by Reading, pp. 122--127
Building Watson: An overview of the DeepQA project
D. Ferrucci, E. Brown, J. Chu-Carroll, J. Fan, D. Gondek, A.A. Kalyanpur, A. Lally, J.W. Murdock, E. Nyberg, J. Prager, others
AI Magazine 31(3), 59--79, American Association for Artificial Intelligence, 2010
D. Ferrucci, E. Brown, J. Chu-Carroll, J. Fan, D. Gondek, A.A. Kalyanpur, A. Lally, J.W. Murdock, E. Nyberg, J. Prager, others
AI Magazine 31(3), 59--79, American Association for Artificial Intelligence, 2010
2009
Automating commonsense reasoning using the event calculus
E T Mueller
Communications of the ACM 52(1), 113--117, 2009
Abstract
E T Mueller
Communications of the ACM 52(1), 113--117, 2009
Abstract
Towards the Open Advancement of Question Answering Systems
D Ferrucci, E Nyberg, J Allan, K Barker, E Brown, J Chu-Carroll, A Ciccolo, P Duboue, J Fan, D Gondek, E Hovy, B Katz, A Lally, M McCord, P Morarescu, J. William Murdock, B Porter, J Prager, T Strzalkowski, C Welty, W Zadrozny
IBM Research Report RC24789, IBM Research Report. RC24789 (W0904-093), IBM Research, New York, 2009
D Ferrucci, E Nyberg, J Allan, K Barker, E Brown, J Chu-Carroll, A Ciccolo, P Duboue, J Fan, D Gondek, E Hovy, B Katz, A Lally, M McCord, P Morarescu, J. William Murdock, B Porter, J Prager, T Strzalkowski, C Welty, W Zadrozny
IBM Research Report RC24789, IBM Research Report. RC24789 (W0904-093), IBM Research, New York, 2009