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This paper surveys the current state of the art in Natural Language Generation (NLG), defined as the task of generating text or speech from non-linguistic input.
Learning Distributions over Logical Forms for Referring Expression Generation
FitzGerald, N., Artzi, Y., and Zettlemoyer, L. (2013) · 1925
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From the Virtual to the Real World : Referring to Objects in Real-World Spatial Scenes
Gkatzia, D., Rieser, V., Bartie, P., and Mackaness, W. (2015) · 1942
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Stochastische texte
Lutz, T. (1959) · 1959
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How to do things with words
Austin, J. L. (1962) · 1962
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Binary codes capable of correcting deletions, insertions, and reversals
Levenshtein, V. I. (1966) · 1966
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Morphology of the Folk Tale
Propp, V. (1968) · 1968
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Speech Acts: An Essay in the Philosophy of Language
Searle, J. R. (1969) · 1969
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Strips: A new approach to the application of theorem proving to problem solving
Fikes, R. E., and Nilsson, N. J. (1971) · 1971
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Understanding natural language
Winograd, T. (1972) · 1972
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Logic and conversation
Grice, H. P. (1975) · 1975
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TALE-SPIN, An Interactive Program that Writes Stories
Meehan, J. R. (1977) · 1977
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Strategy and Tactics: a Model for Language Production
Thompson, H. (1977) · 1977
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Making preferences more active
Wilks, Y. (1978) · 1978
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Elements of a plan-based theory of speech acts
Cohen, P. R., and Perrault, C. R. (1979) · 1979
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Narrative Discourse: An Essay in Method
Genette, G. (1980) · 1980
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Metaphors we Live By
Lakoff, G., and Johnson, M. (1980) · 1980
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A cognitive process theory of writing
Flower, L., and Hayes, J. R. (1981) · 1981
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Computer generation of multiparagraph text
Mann, W. C., and Moore, J. A. (1981) · 1981
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Nigel: A systemic grammar for text generation (Technical Report RR-83-105)
Mann, W. C., and Matthiessen, C. M. (1983) · 1983
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Planning English Sentences
Appelt, D. (1985) · 1985
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Speech acts and rationality
Cohen, P. R., and Levesque, H. J. (1985) · 1985
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A computational theory of prose style for natural language generation
McDonald, D. D., and Pustejovsky, J. D. (1985) · 1985
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Text Generation
McKeown, K. R. (1985) · 1985
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Intentions, Plans and Practical Reason
Bratman, M. E. (1987) · 1987
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Politeness: Some Universals in Language Usage
Brown, P., and Levinson, S. C. (1987) · 1987
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Where do phrases come from: Some preliminary experiments in connectionist phrase generation
Kukich, K. (1987) · 1987
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Mumble-86: Design and Implementation (Technical Report COINS 87-87)
Meteer, M. W., McDonald, D. D., Anderson, S., Forster, D., Gay, L., Iluettner, A., and Sibun, P. (1987) · 1987
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Variation Across Speech and Writing
Biber, D. (1988) · 1988
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Generating Natural Language Under Pragmatic Constraints
Hovy, E. H. (1988) · 1988
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Rhetorical structure theory: Toward a functional theory of text organization
Mann, W. C., and Thompson, S. A. (1988) · 1988
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Integer programming and combinatorial optimization
Nemhauser, G. L., and Wolsey, L. A. (1988) · 1988
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Cooking up referring expressions
Dale, R. (1989) · 1989
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A Flexible Interface for Linking Applications to Penman’s Sentence Generator
Kasper, R. T. (1989) · 1989
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Speaking: From Intention to Articulation
Levelt, W. (1989) · 1989
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Controlling a language generation planner
Nirenburg, S., Lesser, V., and Nyberg, E. (1989) · 1989
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Finding structure in time
Elman, J. L. (1990) · 1990
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The symbol grounding problem
Harnad, S. (1990) · 1990
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A Computational Model of Metaphor Interpretation
Martin, J. H. (1990) · 1990
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Getting the message across in RST-based text generation
Scott, D., and Sieckenius de Souza, C. (1990) · 1990
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met*: A Method for Discriminating Metonymy and Metaphor by Computer
Fass, D. (1991) · 1991
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Approaches to the Planning of Coherent Text
Hovy, E. H. (1991) · 1991
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Bridging the generation gap between text planning and linguistic realization
Meteer, M. W. (1991) · 1991
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Generating Referring Expressions: Constructing Descriptions in a Domain of Objects and Processes
Dale, R. (1992) · 1992
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Automatic Acquisition of Hyponyms ftom Large Text Corpora
Hearst, M. A. (1992) · 1992
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An introduction to machine translation
Hutchins, W. J., and Somers, H. L. (1992) · 1992
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Text revision: A model and its implementation
Inui, K., Tokunaga, T., and Tanaka, H. (1992) · 1992
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Techniques for automatically correcting words in text
Kukich, K. (1992) · 1992
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Preventing false temporal implicatures: Interactive defaults for text generation
Oberlander, J., and Lascarides, A. (1992) · 1992
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MINSTREL: A computer model of creativity and storytelling
Turner, S. R. (1992) · 1992
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Redundancy in Collaborative Dialogue
Walker, M. A. (1992) · 1992
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A Computational Theory of Goal-Directed Style in Syntax
DiMarco, C., and Hirst, G. (1993) · 1993
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Learning and development in neural networks: The importance of starting small
Elman, J. L. (1993) · 1993
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Automated discourse generation using discourse structure relations
Hovy, E. H. (1993) · 1993
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Issues in the Choice of a Source for Natural Language Generation
McDonald, D. D. (1993) · 1993
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Planning text for advisory dialogues: Capturing intentional and rhetorical information
Moore, J. D., and Paris, C. (1993) · 1993
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A Revision-Based Generation Architecture for Reporting Facts in their Historical Context
Robin, J. (1993) · 1993
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An implemented model of punning riddles
Binsted, K., and Ritchie, G. D. (1994) · 1994
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Using Natural Language Processing to Produce Weather Forecasts
Goldberg, E., Driedger, N., and Kittredge, R. I. (1994) · 1994
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Heterogeneous uncertainty sampling for supervised learning
Lewis, D. D., and Catlett, J. (1994) · 1994
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Metabank: A knowledge-base of metaphoric language conventions
Martin, J. H. (1994) · 1994
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Has a consensus NL generation architecture appeared, and is it psycholinguistically plausible?
Reiter, E. (1994) · 1994
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Computational Interpretations of the Gricean Maxims in the Generation of Referring Expressions
Dale, R., and Reiter, E. (1995) · 1995
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Selecting tense, aspect and connecting words in language generation
Dorr, B., and Gaasterland, T. (1995) · 1995
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Centering : A Framework for Modeling the Local Coherence of Discourse
Grosz, B. J., Joshi, A. K., and Weinstein, S. (1995) · 1995
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Collaborating on referring expressions
Heeman, P. A., and Hirst, G. (1995) · 1995
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WordNet: a lexical database for English
Miller, G. A. (1995) · 1995
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Automatic Generation of Technical Documentation
Reiter, E., Mellish, C., and Levine, J. (1995) · 1995
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Magnitude Estimation of Linguistic Acceptability
Bard, E. G., Robertson, D., and Sorace, A. (1996) · 1996
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Using Language
Clark, H. H. (1996) · 1996
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Architectures for Natural Language Generation : Problems and Perspectives
De Smedt, K., Horacek, H., and Zock, M. (1996) · 1996
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An overview of SURGE: A reusable comprehensive syntactic realization component
Elhadad, M., and Robin, J. (1996) · 1996
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Chart Generation
Kay, M. (1996) · 1996
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A maximum entropy model for part-of-speech tagging
Ratnaparkhi, A. (1996) · 1996
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Evaluating Natural Language Processing Systems: An Analysis and Review
Sparck Jones, K., and Galliers, J. R. (1996) · 1996
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Enabling technology for multilingual natural language generation: the KPML development environment
Bateman, J. A. (1997) · 1997
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Children’s evaluation of computer-generated punning riddles
Binsted, K., Pain, H., and Ritchie, G. D. (1997) · 1997
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Computational rules for generating punning riddles
Binsted, K., and Ritchie, G. D. (1997) · 1997
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Generating Air Quality Reports From Environmental Data
Busemann, S., and Horacek, H. (1997) · 1997
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Floating constraints in lexical choice
Elhadad, M., Robin, J., and McKeown, K. R. (1997) · 1997
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Scripts, sequences and stories: Elements of a postclassical narratology
Herman, D. (1997) · 1997
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Long Short-Term Memory
Hochreiter, S., and Urgen Schmidhuber, J. (1997) · 1997
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An Algorithm For Generating Referential Descriptions With Flexible Interfaces
Horacek, H. (1997) · 1997
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Tree-Adjoining Grammars
Joshi, A. K., and Schabes, Y. (1997) · 1997
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A fast and portable realiser for text generation
Lavoie, B., and Rambow, O. (1997) · 1997
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Developing and Empirically Evaluating Robust Explanation Generators : The KNIGHT Experiments
Lester, J. C., and Porter, B. W. (1997) · 1997
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Building natural-language generation systems
Reiter, E., and Dale, R. (1997) · 1997
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Improvising linguistic style: Social and affective bases for agent personality
Walker, M. A., Cahn, J. E., and Whittaker, S. J. (1997) · 1997
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Interactive generation and knowledge administration in MultiMeteo
Coch, J. (1998) · 1998
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The 1998 AI planning systems competition
McDermott, D. (2000) · 1998
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Evaluation in the context of natural language generation
Mellish, C., and Dale, R. (1998) · 1998
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Do the Right Thing … but Expect the Unexpected
Oberlander, J. (1998) · 1998
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Clause aggregation using linguistic knowledge
Shaw, J. (1998) · 1998
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Textual Economy through Close Coupling of Syntax and Semantics
Stone, M., and Webber, B. (1998) · 1998
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Artificial Intelligence and Literary Creativity: Inside the Mind of BRUTUS, a Storytelling Machine
Bringsjord, S., and Ferrucci, D. A. (1999) · 1999
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Aggregation in Natural Language Generation
Dalianis, H. (1999) · 1999
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Influence of data display formats on physician investigators’ decisions to stop clinical trials: prospective trial with repeated measures
Elting, L. S., Martin, C. G., Cantor, S. B., and Rubenstein, E. B. (1999) · 1999
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The Big Five trait taxonomy: History, measurement, and theoretical perspectives
John, O., and Srivastava, S. (1999) · 1999
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Producing spoken language: a blueprint of the speaker
Levelt, W. (1999) · 1999
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A theory of lexical access in speech production
Levelt, W., Roelofs, A., and Meyer, A. S. (1999) · 1999
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Generating Anaphoric Expressions: Pronoun or Definite Description?
McCoy, K. F., and Strube, M. (1999) · 1999
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Just what is aggregation anyway?
Reape, M., and Mellish, C. (1999) · 1999
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Corpus-based lexical choice in Natural Language Generation
Bangalore, S., and Rambow, O. (2000) · 2000
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Capturing the interaction between aggregation and text planning in two generation systems
Cheng, H., and Mellish, C. (2000) · 2000
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Affective Natural Language Generation
De Rosis, F., and Grasso, F. (2000) · 2000
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Forest-based statistical sentence generation
Langkilde-Geary, I. (2000) · 2000
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Trainable methods for surface natural language generation
Ratnaparkhi, A. (2000) · 2000
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Pipelines and Size Constraints
Reiter, E. (2000) · 2000
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Building Natural Language Generation Systems
Reiter, E., and Dale, R. (2000) · 2000
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The hyperonym problem revisited: Conceptual and lexical hierarchies in language
Stede, M. (2000) · 2000
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The Syntactic Process
Steedman, M. (2000) · 2000
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On Identifying Sets
Stone, M. (2000) · 2000
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An expert system for the composition of formal Spanish poetry
Gervás, P. (2001) · 2001
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Understanding figurative language: From metaphors to idioms
Glucksberg, S. (2001) · 2001
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Story logic in conversational and literary narratives
Herman, D. (2001) · 2001
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Automatic Summarization
Mani, I. (2001) · 2001
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ILEX: an architecture for a dynamic hypertext generation system
O’Donnell, M. (2001) · 2001
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Modeling the shape of the scene: A holistic representation of the spatial envelope
Oliva, A., and Torralba, A. (2001) · 2001
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From data to speech: a general approach
Theune, M., Klabbers, E., de Pijper, J.-R., Krahmer, E., and Odijk, J. (2001) · 2001
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SPoT: A Trainable Sentence Planner
Walker, M. A., Park, F., Rambow, O., and Rogati, M. (2001) · 2001
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Inferring strategies for sentence ordering in multidocument news summarization
Barzilay, R., Elhadad, N., and McKeown, K. R. (2002) · 2002
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Narrative prose generation
Callaway, C. B., and Lester, J. C. (2002) · 2002
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Automatic evaluation of machine translation quality using n-gram co-occurrence statistics
Doddington, G. (2002) · 2002
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Object recognition as machine translation: Learning a lexicon for a fixed image vocabulary
Duygulu, P., Barnard, K., de Freitas, N., and Forsyth, D. (2002) · 2002
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Near-Synonymy and Lexical Choice
Edmonds, P., and Hirst, G. (2002) · 2002
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What is nlg?
Evans, R., Piwek, P., and Cahill, L. (2002) · 2002
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Emotional Variation in speech-based Natural Language Generation
Fleischman, M., and Hovy, E. H. (2002) · 2002
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Generating Minimal Definite Descriptions
Gardent, C. (2002) · 2002
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Natural language description of human activities from video images based on concept hierarchy of actions
Kojima, A., Tamura, T., and Fukunaga, K. (2002) · 2002
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Generation as Dependency Parsing
Koller, A., and Striegnitz, K. (2002) · 2002
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HALogen Statistical Sentence Generator
Langkilde-Geary, I., and Knight, K. (2002) · 2002
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Linguistic Style Matching in Social Interaction
Niederhoffer, K. G., and Pennebaker, J. W. (2002) · 2002
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Stochastic natural language generation for spoken dialog systems
Oh, A. H., and Rudnicky, A. I. (2002) · 2002
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BLEU : a Method for Automatic Evaluation of Machine Translation
Papineni, K., Roukos, S., Ward, T., and Zhu, W.-j. (2002) · 2002
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Should corpora texts be gold standards for NLG?
Reiter, E., and Sripada, S. (2002) · 2002
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Learning visually grounded words and syntax for a scene description task
Roy, D. (2002) · 2002
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Training a sentence planner for spoken dialogue using boosting
Walker, M. A., Rambow, O., and Rogati, M. (2002) · 2002
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And Now with Feeling: Developments in Emotional Language Generation (Technical Report No. ITRI-03-21)
Belz, A. (2003) · 2003
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A Neural Probabilistic Language Model
Bengio, Y., Ducharme, R., Vincent, P., and Janvin, C. (2003) · 2003
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Pun and non-pun humour in second-language learning
Binsted, K., Bergen, B., and McKay, J. (2003) · 2003
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Learning to Order Facts for Discourse Planning in Natural Language Generation
Dimitromanolaki, A., and Androutsopoulos, I. (2003) · 2003
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Statistical acquistion of content selection rules for natural language generation
Duboue, P. A., and McKeown, K. R. (2003) · 2003
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Suregen-2 : a shell system for the generation of clinical documents
Hueske-Kraus, D. (2003) · 2003
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Text generation in clinical medicine: A review
Hüske-Kraus, D. (2003) · 2003
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Automatic Evaluation of Summaries Using N-gram Co-Occurrence Statistics
Lin, C.-Y., and Hovy, E. H. (2003) · 2003
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An augmented template-based approach to text realization
McRoy, S. W., Channarukul, S., and Ali, S. S. (2003) · 2003
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Computing Action. A Narratological Approach
Meister, J. C. (2003) · 2003
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A systematic comparison of various statistical alignment models
Och, F. J., and Ney, H. (2003) · 2003
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An annotated bibliography of affective natural language generation
Piwek, P. (2003) · 2003
Earlier work this paper cites.
Document Structure
Power, R., Scott, D., and Bouayad-Agha, N. (2003) · 2003
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Lessons from a failure: Generating tailored smoking cessation letters
Reiter, E., Robertson, R., and Osman, L. M. (2003) · 2003
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SUMTIME-MOUSAM: Configurable Marine Weather Forecast Generator
Sripada, S., Reiter, E., and Davy, I. (2003) · 2003
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Natural language generation for dialogue: System survey
Theune, M. (2003) · 2003
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Evaluation of Machine Translation and its Evaluation
Turian, J., Shen, L., and Melamed, I. D. (2003) · 2003
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Computing locally coherent discourses
Althaus, E., Karamanis, N., and Koller, A. (2004) · 2004
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Catching the Drift: Probabilistic Content Models, with Applications to Generation and Summarization
Barzilay, R., and Lee, L. (2004) · 2004
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Extrinsic Evaluation of Automatic Metrics (LAMP-TR-115)
Dorr, B., Monz, C., Oard, D., President, S., Zajic, D., and Schwartz, R. (2004) · 2004
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Introduction to Functional Grammar
Halliday, M., and Matthiessen, C. M. (2004) · 2004
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Generating socially appropriate tutorial dialog
Johnson, W. L., Rizzo, P., Bosma, W., Kole, S., Ghijsen, M., and Van Welbergen, H. (2004) · 2004
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Optimizing referential coherence in text generation
Kibble, R., and Power, R. (2004) · 2004
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Automatic Evaluation of Machine Translation Quality Using Using Longest Common Subsequence and Skip-Bigram Statistics
Lin, C.-Y., and Och, F. J. (2004) · 2004
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Distinctive image features from scale invariant keypoints
Lowe, D. G. (2004) · 2004
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Classification-based generation using TAG
Marciniak, T., and Strube, M. (2004) · 2004
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Generating Tutorial Feedback with Affect
Moore, J. D., Porayska-Pomsta, K., Zinn, C., and Varges, S. (2004) · 2004
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Evaluating content selection in summarization: The pyramid method
Nenkova, A., and Passonneau, R. (2004) · 2004
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Toward a mechanistic psychology of dialogue
Pickering, M. J., and Garrod, S. (2004) · 2004
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Centering: A parametric theory and its instantiations
Poesio, M., Stevenson, R., Di Eugenio, B., and Hitzeman, J. (2004) · 2004
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A multimodal learning interface for grounding spoken language in sensory perceptions
Yu, C., and Ballard, D. H. (2004) · 2004
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Paraphrasing with bilingual parallel corpora
Bannard, C., and Callison-Burch, C. (2005) · 2005
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Collective content selection for concept-to-text generation
Barzilay, R., and Lapata, M. (2005) · 2005
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Natural Language Generation
Bateman, J. A., and Zock, M. (2005) · 2005
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Automatic question generation for vocabulary assessment
Brown, J. C., Frishkoff, G. A., and Eskenazi, M. (2005) · 2005
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The Types and Distributions of Errors in a Wide Coverage Surface Realizer Evaluation
Callaway, C. B. (2005) · 2005
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High efficiency realization for a wide-coverage unification grammar
Carroll, J., and Oepen, S. (2005) · 2005
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Aggregation improves learning: Experiments in natural language generation for intelligent tutoring systems
Di Eugenio, B., Fossati, D., Yu, D., Haller, S., and Glass, M. (2005) · 2005
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Learning content selection rules for generating object descriptions in dialogue
Jordan, P. W., and Walker, M. A. (2005) · 2005
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Dynamically structuring, updating and interrelating representations of visual and linguistic discourse context
Kelleher, J., Costello, F., and Van Genabith, J. (2005) · 2005
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Scale Structure, Degree Modification, and the Semantics of Gradable Predicates
Kennedy, C., and McNally, L. (2005) · 2005
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A comparison of graphical and textual presentations of time series data to support medical decision making in the neonatal intensive care unit
Law, A. S., Freer, Y., Hunter, J. R., Logie, R. H., McIntosh, N., and Quinn, J. (2005) · 2005
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Beyond the Pipeline: Discrete Optimization in NLP
Marciniak, T., and Strube, M. (2005) · 2005
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Probabilistic Models for Disambiguation of an HPSG-Based Chart Generator
Nakanishi, H., Miyao, Y., and Tsujii, J. (2005) · 2005
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The dark side of tellability
Norrick, N. R. (2005) · 2005
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Empirically-based control of natural language generation
Paiva, D. S., and Evans, R. (2005) · 2005
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Choosing words in computer-generated weather forecasts
Reiter, E., Sripada, S., Hunter, J. R., Yu, J., and Davy, I. (2005) · 2005
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An objective character believability evaluation procedure for multi-agent story generation systems
Riedl, M. O., and Young, R. M. (2005) · 2005
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Connecting language to the world
Roy, D., and Reiter, E. (2005) · 2005
Cited alongside, same era.
Varieties of question generation: Introduction to this special issue
Piwek, P., and Boyer, K. E. (2012) · 2012
Later among the works it cites.
Generating numerical approximations
Power, R., and Williams, S. (2012) · 2012
Later among the works it cites.
Offline sentence processing measures for testing readability with users
Siddharthan, A., and Katsos, N. (2012) · 2012
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The algorithms behind the headlines
van Dalen, A. (2012) · 2012
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Not exactly: In praise of vagueness
van Deemter, K. (2012) · 2012
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Minimal dependency length in realization ranking
White, M., and Rajkumar, R. (2012) · 2012
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Training Neural Network Language Models
Schwenk, H., and Gauvain, J.-l. (2005) · 2005
Cited alongside, same era.
Evaluation of an NLG System using Post-Edit Data: Lessons Learned
Sripada, S., Reiter, E., and Hawizy, L. (2005) · 2005
Cited alongside, same era.
Evaluating evaluation methods for generation in the presence of variation
Stent, A., Marge, M., and Singhai, M. (2005) · 2005
Cited alongside, same era.
The act of creating humorous acronyms
Stock, O., and Strapparava, C. (2005) · 2005
Cited alongside, same era.
Real versus template-based natural language generation: A false opposition?
van Deemter, K., Krahmer, E., and Theune, M. (2005) · 2005
Cited alongside, same era.
Aggregation via Set Partitioning for Natural Language Generation
Barzilay, R., and Lapata, M. (2006) · 2006
Cited alongside, same era.
Wubben, S., van den Bosch, A., and Krahmer, E. (2012) · 2012
Later among the works it cites.
Towards a Mixed Evaluation Approach for Computational Narrative Systems
Zhu, J. (2012) · 2012
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Generating natural language descriptions from OWL ontologies: The natural OWL system
Androutsopoulos, I., Lampouras, G., and Galanis, D. (2013) · 2013
Later among the works it cites.
Towards NLG for Physiological Data Monitoring with Body Area Networks
Banaee, H., Ahmed, M. U., and Loutfi, A. (2013) · 2013
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The KBGen Challenge
Banik, E., Gardent, C., and Kow, E. (2013) · 2013
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Reading Times Predict the Quality of Generated Text Above and Beyond Human Ratings
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Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures
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The webNLG challenge: Generating text from dbpedia data
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A challenge proposal for narrative generation using CNLs
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The return of the chatbots
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Sequence-to-Sequence Generation for Spoken Dialogue via Deep Syntax Trees and Strings
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Multi30K: Multilingual English-German Image Descriptions
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Content selection in data-to-text systems: A survey
Gkatzia, D. (2016) · 2016
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Collecting Reliable Human Judgements on Machine-Generated Language: The Case of the QGSTEC Data
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A Primer on Neural Network Models for Natural Language Processing
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Natural Language Generation through Character-Based RNNs with Finite-State Prior Knowledge
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Influence of personal choices on lexical variability in referring expressions
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DenseCap: Fully Convolutional Localization Networks for Dense Captioning
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Generation and Comprehension of Unambiguous Object Descriptions
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Aligning Texts and Knowledge Bases with Semantic Sentence Simplification
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Learning to name objects
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Interacting with financial data using natural language
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Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models
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Generating Paraphrases from DBPedia using Deep Learning
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Context-aware Natural Language Generation with Recurrent Neural Networks
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Personal storytelling: Using Natural Language Generation for children with complex communication needs, in the wild
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Designing algorithms for referring with proper names
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The role of automated feedback in training and retaining biological recorders for citizen science
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Peak: Pyramid evaluation via automated knowledge extraction.
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Affective Neural Response Generation
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Learning to Generate Product Reviews from Attributes
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Write a Classifier: Predicting Visual Classifiers from Unstructured Text Descriptions
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Controlling Linguistic Style Aspects in Neural Language Generation
Ficler, J., and Goldberg, Y. (2017) · 2017
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A statistical, grammar-based approach to microplanning
Gardent, C., and Perez-Beltrachini, L. (2017) · 2017
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Affect-LM: A Neural Language Model for Customizable Affective Text Generation
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An adversarial review of ‘adversarial generation of natural language’
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Neural Response Generation for Customer Service based on Personality Traits
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Toward Controlled Generation of Text
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