Towards an Author Intention Based Computational Model of Story Generation

This paper addresses the problem of plot controllable story generation model. Since most of the previous works focus on logically flawless plot, the main challenge is the need for more generic method to generate dramatic and interesting plot. Motivated by this background, this paper proposes a computational method for plot controllable story generation. Firstly, we use planning as a model of plot generation. Then we utilize author intentions as plot constraints to force the planner to consider substantially more complex plans. Finally we integrate author intentions into planning and develop a plot controllable Graphplan algorithm. Experimental results demonstrate the effectiveness of our approach.

[1]  S. Edelkamp,et al.  Large-Scale Optimal PDDL 3 Planning with MIPS-XXL , 2006 .

[2]  Ruqian Lu,et al.  Automatic generation of computeranimation: using AI for movie animation , 2002 .

[3]  Mark O. Riedl Incorporating Authorial Intent into Generative Narrative Systems , 2009, AAAI Spring Symposium: Intelligent Narrative Technologies II.

[4]  Stephen G. Ware,et al.  Modeling Narrative Conflict to Generate Interesting Stories , 2010, AIIDE.

[5]  Avrim Blum,et al.  Fast Planning Through Planning Graph Analysis , 1995, IJCAI.

[6]  Subbarao Kambhampati,et al.  Planning as constraint satisfaction: Solving the planning graph by compiling it into CSP , 2001, Artif. Intell..

[7]  Yue Xiaoli PROGRESS IN THE DEVELOPMENT OF INTELLIGENT ANIMATION PRODUCTION , 2008 .

[8]  Marc Cavazza,et al.  Emotional input for character-based interactive storytelling , 2009, AAMAS.

[9]  Daniel S. Weld,et al.  UCPOP: A Sound, Complete, Partial Order Planner for ADL , 1992, KR.

[10]  Stephen G. Ware,et al.  Initial Results for Measuring Four Dimensions of Narrative Conflict , 2011, Intelligent Narrative Technologies.

[11]  Joseph Bates,et al.  Dramatic Presence , 1993, Presence: Teleoperators & Virtual Environments.

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

[13]  Annette Lessmöllmann Automatic Generation of Computer Animation: Using AI for Movie Animation , 2002, Künstliche Intell..

[14]  Marc Cavazza,et al.  Controlling Narrative Generation with Planning Trajectories: The Role of Constraints , 2009, ICIDS.

[15]  Blai Bonet,et al.  Planning as heuristic search , 2001, Artif. Intell..

[16]  Yun-Gyung Cheong,et al.  A Computational Model of Narrative Generation for Suspense , 2006, AAAI.