Orientation Starting State Old Equilibrium Orientation Rising Action Complicating Actions Disruption Complicating Actions Climax Most Reportable Event

Stories are a vital form of communication in human culture; they are employed daily to persuade, to elicit sympathy, or to convey a message. Computational understanding of human narratives, especially high-level narrative structures, remain limited to date. Multiple literary theories for narrative structures exist, but operationalization of the theories has remained a challenge. We developed an annotation scheme by consolidating and extending existing narratological theories, including Labov and Waletsky’s (1967) functional categorization scheme and Freytag’s (1863) pyramid of dramatic tension, and present 360 annotated short stories collected from online sources. In the future, this research will support an approach that enables systems to intelligently sustain complex communications with

[1]  Markus H. Gross,et al.  LSTM stack-based Neural Multi-sequence Alignment TeCHnique (NeuMATCH) , 2018, ArXiv.

[2]  Dan Roth,et al.  Story Comprehension for Predicting What Happens Next , 2017, EMNLP.

[3]  Boyang Li,et al.  Predicting the Quality of Short Narratives from Social Media , 2017, IJCAI.

[4]  Christopher M. Danforth,et al.  The emotional arcs of stories are dominated by six basic shapes , 2016, EPJ Data Science.

[5]  Marilyn A. Walker,et al.  PersonaBank: A Corpus of Personal Narratives and Their Story Intention Graphs , 2016, LREC.

[6]  Francis Ferraro,et al.  Visual Storytelling , 2016, NAACL.

[7]  Mark A. Finlayson,et al.  Inferring Propp’s Functions from Semantically Annotated Text , 2016 .

[8]  Francis Ferraro,et al.  A Unified Bayesian Model of Scripts, Frames and Language , 2016, AAAI.

[9]  R. Mooney,et al.  Learning Statistical Scripts with LSTM Recurrent Neural Networks , 2016, AAAI.

[10]  Sanja Fidler,et al.  MovieQA: Understanding Stories in Movies through Question-Answering , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[11]  Kathleen McKeown,et al.  Modeling Reportable Events as Turning Points in Narrative , 2015, EMNLP.

[12]  Elahe Rahimtoroghi,et al.  Identifying Narrative Clause Types in Personal Stories , 2014, SIGDIAL Conference.

[13]  Elahe Rahimtoroghi,et al.  Evaluation, Orientation, and Action in Interactive StoryTelling , 2013, Intelligent Narrative Technologies.

[14]  Brendan T. O'Connor,et al.  Learning Latent Personas of Film Characters , 2013, ACL.

[15]  David K. Elson,et al.  DramaBank: Annotating Agency in Narrative Discourse , 2012, LREC.

[16]  Ellen Riloff,et al.  Automatically Producing Plot Unit Representations for Narrative Text , 2010, EMNLP.

[17]  Robert Michael Young,et al.  Narrative Planning: Balancing Plot and Character , 2010, J. Artif. Intell. Res..

[18]  Jacqueline S. Thursby,et al.  Story: A Handbook , 2006 .

[19]  M. DeVault,et al.  Narrative analysis , 1994, Language Teaching.

[20]  W. Fisher Human Communication As Narration: Toward a Philosophy of Reason, Value and Action , 1987 .

[21]  J. Bruner Actual minds, possible worlds , 1985 .

[22]  Wendy G. Lehnert,et al.  Plot Units and Narrative Summarization , 1981, Cogn. Sci..

[23]  Vladimir Propp,et al.  Morphology of the folktale , 1959 .

[24]  Raquel Hervás,et al.  Annotating Musical Theatre Plots on Narrative Structure and Emotional Content , 2016, CMN.

[25]  Albert,et al.  Humor: A Dynamic and Dual-Process Theory with Computational Considerations , 2015 .

[26]  M. Elsner,et al.  Abstract Representations of Plot Structure , 2015, LILT.

[27]  W. Labov The Language of Life and Death: Introduction to the language of life and death , 2013 .

[28]  Mark O. Riedl,et al.  Representations for Learning to Summarize Plots , 2009, AAAI Spring Symposium: Intelligent Narrative Technologies II.

[29]  Michael I. Jordan,et al.  Latent Dirichlet Allocation , 2009 .

[30]  W. Labov Some Further Steps in Narrative Analysis , 1997 .

[31]  M. Georgeff,et al.  BDI Agents: From Theory to Practice , 1995, ICMAS.

[32]  Gerald Prince,et al.  A Grammar of Stories: An Introduction , 1974 .

[33]  Joseph Campbell,et al.  The Hero with a Thousand Faces , 1949 .