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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 7: AAAI-21 Technical Tracks 7

Automated Storytelling via Causal, Commonsense Plot Ordering

February 1, 2023

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Authors

Prithviraj Ammanabrolu

Georgia Institute of Technology


Wesley Cheung

Georgia Institute of Technology


William Broniec

Georgia Institute of Technology


Mark O. Riedl

Georgia Institute of Technology


DOI:

10.1609/aaai.v35i7.16733


Abstract:

Automated story plot generation is the task of generating a coherent sequence of plot events. Causal relations between plot events are believed to increase the perception of story and plot coherence. In this work, we introduce the concept of soft causal relations as causal relations inferred from commonsense reasoning. We demonstrate C2PO, an approach to narrative generation that operationalizes this concept through Causal, Commonsense Plot Ordering. Using human-participant protocols, we evaluate our system against baseline systems with different commonsense reasoning reasoning and inductive biases to determine the role of soft causal relations in perceived story quality. Through these studies we also probe the interplay of how changes in commonsense norms across storytelling genres affect perceptions of story quality.

Topics: AAAI

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HOW TO CITE:

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl Automated Storytelling via Causal, Commonsense Plot Ordering Proceedings of the AAAI Conference on Artificial Intelligence (2021) 5859-5867.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl Automated Storytelling via Causal, Commonsense Plot Ordering AAAI 2021, 5859-5867.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl (2021). Automated Storytelling via Causal, Commonsense Plot Ordering. Proceedings of the AAAI Conference on Artificial Intelligence, 5859-5867.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl. Automated Storytelling via Causal, Commonsense Plot Ordering. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.5859-5867.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl. 2021. Automated Storytelling via Causal, Commonsense Plot Ordering. "Proceedings of the AAAI Conference on Artificial Intelligence". 5859-5867.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl. (2021) "Automated Storytelling via Causal, Commonsense Plot Ordering", Proceedings of the AAAI Conference on Artificial Intelligence, p.5859-5867

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl, "Automated Storytelling via Causal, Commonsense Plot Ordering", AAAI, p.5859-5867, 2021.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl. "Automated Storytelling via Causal, Commonsense Plot Ordering". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.5859-5867.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl. "Automated Storytelling via Causal, Commonsense Plot Ordering". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 5859-5867.

Prithviraj Ammanabrolu||Wesley Cheung||William Broniec||Mark O. Riedl. Automated Storytelling via Causal, Commonsense Plot Ordering. AAAI[Internet]. 2021[cited 2023]; 5859-5867.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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