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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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Automated Fictional Ideation via Knowledge Base Manipulation.

Maria Teresa Llano1, Simon Colton1, Rose Hepworth1

  • 1Department of Computing, Goldsmiths, University of London, London, UK.

Cognitive Computation
|April 26, 2016
PubMed
Summary
This summary is machine-generated.

We developed an automated system for generating fictional ideas by manipulating knowledge bases. This computational creativity approach shows promise for creative content generation and evaluation.

Keywords:
Computational creativityFictional ideationKnowledge bases

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Area of Science:

  • Computational creativity
  • Artificial intelligence
  • Knowledge representation

Background:

  • Fictional ideation is crucial for creative production but understudied in computational creativity.
  • Existing methods lack robust approaches for automated fictional idea generation.

Purpose of the Study:

  • To present a general framework for automated fictional ideation using knowledge base manipulation.
  • To instantiate and evaluate this framework using common sense knowledge.

Main Methods:

  • Developing constructions to alter and combine facts from knowledge bases for fiction generation.
  • Utilizing ConceptNet, a common sense knowledge database, for instantiation.
  • Performing curation analysis and crowd-sourcing experiments for evaluation.

Main Results:

  • A positive correlation was found between participant rankings and a chaining inference technique for assessing fiction value.
  • The approach successfully generates fictional ideas with evaluative capacity.

Conclusions:

  • The proposed method provides a solid foundation for automated fictional ideation.
  • This work opens new avenues for computational creativity research in generating and evaluating novel concepts.