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1	Dependency Tree Annotation Software
	Dedhia, Rhea
	In: DTIC (2015)
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2	Learning to Understand Natural Language with Less Human Effort
	Krishnamurthy, Jayant
	In: DTIC (2015)
	Abstract: Learning to understand the meaning of natural language is an important problem within language processing that has the potential to revolutionize human interactions with computer systems. Informally, the problem specification is to map natural language text to a formal semantic representation connected to the real world. This problem has applications such as information extraction and understanding robot commands, and also may be helpful for other natural language processing tasks. Human annotation is a significant bottleneck in constructing language understanding systems. These systems have two components that are both constructed using human annotation: a semantic parser and a knowledge base. Semantic parsers are typically trained on individually-annotated sentences. Knowledge bases are typically manually constructed and given to the system. While these annotations can be provided in simple settings -- specifically, when the knowledge base is small -- the annotation burden quickly becomes unbearable as the size of the knowledge base increases. More annotated sentences are required to train the semantic parser and the knowledge base itself requires more annotations. Alternative methods to build language understanding systems that require less human annotation are necessary in order to learn to understand natural language in these more challenging settings. This thesis explores alternative supervision assumptions for building language understanding systems with the goal of reducing the annotation burden described above. I focus on two applications: information extraction and understanding language in physical environments. In the information extraction application, I present algorithms for training semantic parsers using only predicate instances from a knowledge base and an unlabeled text corpus. ; Sponsored in part by AFOSR, grant no. FA9750-09-C-0179.
	Keyword: COMPUTATIONAL LINGUISTICS; COMPUTER PROGRAMS; NATURAL LANGUAGE; STATISTICAL INFERENCE; ALGORITHMS; CLASSIFICATION; Computer Programming and Software; DISTANT SUPERVISION; FEATURE EXTRACTION; GROUNDED LANGUAGE UNDERSTANDING; INFORMATION EXTRACTION SYSTEMS; INFORMATION PROCESSING; KNOWLEDGE BASED SYSTEMS; LEARNING MACHINES; Linguistics; MAPPING; NATURAL LANGUAGE UNDERSTANDING; OPERATING SYSTEMS(COMPUTERS); PARSERS; PROBABILITY; SEMANTIC PARSING; SEMANTICS; Statistics and Probability; STOCHASTIC PROCESSES; TEXT PROCESSING; THESES
	URL: http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA624638 http://www.dtic.mil/docs/citations/ADA624638
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3	Automated Extraction and Characterisation of Social Network Data from Unstructured Sources -- An Ontology-Based Approach
	Martineau, Etienne; Lecocq, Regine
	In: DTIC (2013)
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4	Performance Evaluation of a Semantic Perception Classifier
	Lennon, Craig; Bodt, Barry; Childers, Marshal...
	In: DTIC (2013)
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5	Battle of Narratives
	Ruth, Lars
	In: DTIC (2012)
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6	A Method for Correcting Broken Hyphenations in Noisy English Text
	Micher, Jeffrey C
	In: DTIC (2012)
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7	Commitment-based learning of hidden linguistic structures
	Akers, Crystal Gayle, 1978-. - 2012
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8	Performance Assessments of Two-Way, Free-Form, Speech-to-Speech Translation Systems for Tactical Use
	Weiss, Brian A.; Schlenoff, Craig I.
	In: DTIC (2011)
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9	Expanding the Toolkit and Resource Environment to Assist Translation (TREAT) and Its User Base
	Hobbs, Reginald L.; Voss, Clare R.; Laoudi, Jamal
	In: DTIC (2011)
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10	Synthesis of Systemic Functional Theory & Dynamical Systems Theory for Socio-Cultural Modeling
	O'Halloran, Kay; Judd, Kevin
	In: DTIC (2011)
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11	Emergent Intelligent Behavior through Integrated Investigation of Embodied Natural Language, Reasoning, Learning, Computer Vision, and Robotic Manipulation
	Siskind, Jeffrey M
	In: DTIC (2011)
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12	Transfer Learning in Integrated Cognitive Systems
	Shapiro, Daniel; Langley, Pat; Stracuzzi, David J....
	In: DTIC (2010)
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13	Specification and Validation of Space System Behaviors
	Drusinsky, Doron; Raque, Steven
	In: DTIC (2010)
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14	Form and Function of Linguistic Elements. Formal Systems for Representing Changing Situations. Dynamic Information Systems: Notes on some systems of grammar and interpretation
	Bach, Emmon; Chao, Wynn
	In: DTIC (2009)
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15	Prostate Cancer Survivors with Rising PSA and Their Spouses: Treatment Decision Making and Quality of Life
	Diefenbach, Michael A.
	In: DTIC (2009)
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16	Translation Memory Technology Assessment
	Van Ess-Dykema, Carol; Converse, Susan; White, John S...
	In: DTIC (2009)
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17	Crosslingual Audio Information Retrieval Development
	Hoeferlin, David M.; Thorn, Stephen A.
	In: DTIC (2009)
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18	Pictures from Words, Pictures from Text: Constructing Pictorial Representations of Meaning from Text
	Cowie, James; Helmreich, Stephen; Dang, Hung H.
	In: DTIC (2009)
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19	DARPA CS Study Panel 2007
	Smith, Noah
	In: DTIC (2009)
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20	From Cognition To Language: The Modeling Field Theory Approach
	Fontanari, Jose F.
	In: DTIC (2006)
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