본문 바로가기
KERD
논문KCI 등재

Exploring Narrative Intelligence in AI : Implications for the Evolution of Homo narrans

0

조회

0

다운로드

0

인용

0

참고문헌

키워드

초록

Narratives are fundamental to human cognition and social culture, serving as the primary means by which individuals and societies construct meaning, share experiences, and convey cultural and moral values. The field of artificial intelligence, which seeks to mimic human thought and behavior, has long studied story generation and story understanding, and today's Large Language Models are demonstrating remarkable narrative capabilities based on advances in natural language processing. This situation raises a variety of changes and new issues, but a comprehensive discussion of them is hard to find. This paper aims to provide a holistic view of the current state and future changes by exploring the intersections and interactions of human and AI narrative intelligence. This paper begins with a review of multidisciplinary research on the intrinsic relationship between humans and narrative, represented by the term Homo narrans, and then provide a historical overview of how narrative has been studied in the field of AI. This paper then explore the possibilities and limitations of narrative intelligence as revealed by today's Large Language Models, and present three philosophical challenges for understanding the implications of AI with narrative intelligence.

Abstract

Narratives are fundamental to human cognition and social culture, serving as the primary means by which individuals and societies construct meaning, share experiences, and convey cultural and moral values. The field of artificial intelligence, which seeks to mimic human thought and behavior, has long studied story generation and story understanding, and today's Large Language Models are demonstrating remarkable narrative capabilities based on advances in natural language processing. This situation raises a variety of changes and new issues, but a comprehensive discussion of them is hard to find. This paper aims to provide a holistic view of the current state and future changes by exploring the intersections and interactions of human and AI narrative intelligence. This paper begins with a review of multidisciplinary research on the intrinsic relationship between humans and narrative, represented by the term Homo narrans, and then provide a historical overview of how narrative has been studied in the field of AI. This paper then explore the possibilities and limitations of narrative intelligence as revealed by today's Large Language Models, and present three philosophical challenges for understanding the implications of AI with narrative intelligence.

참고문헌 (32)

  1. R. Baeza-Yates, "The Attention economy and the impact of artificial intelligence", Perspectives on digital humanism, pp.123~134 (2022)
  2. E. Chu, "AI in storytelling: Machines as cocreators" (2017), McKinsey & Company Media & Entertainment
  3. F. Crawford, "Mirroring Meaning Making: Narrative Ways of Reflecting on Practice for Action", Qualitative Social Work, 1(2), pp.170~190 (2002)[DOI]
  4. M. F. da Silva, "Importance of storytelling and speculative fiction in the transition into a posthuman ecosystem", International Journal of Film and Media Arts, 7(2), pp.74~97 (2022)
  5. W. H. Dray, "On the Nature and Role of Narrative in Historiography", History and Theory, 10(2), pp.153~171 (1971)[DOI]
  6. P. Gervás, "Narrative models: Narratology meets artificial intelligence", International Conference on Language Resources and Evaluation. Satellite Workshop: Toward Computational Models of Literary Analysis, pp.44~51 (2006)
  7. I. F. Goodson, "The Narrative Turn in Social Research", Counterpoints, 386, pp.17~33 (2011)
  8. J. Huberman, "A single narrative will not do: Capitalism in the digital age", Reviews in Anthropology, 50(3–4), pp.60~79 (2021)
  9. "Automatic Novel Writing: A Status Report" (1973)[URL]
  10. M. Kwet, "Digital colonialism: US empire and the new imperialism in the Global South", Race & Class, 60(4), pp.3~26 (2019)
  11. C. León, "An architecture of narrative memory", Biologically Inspired Cognitive Architectures, 16, pp.19~33 (2016)[DOI]
  12. M. Mateas, "Façade: An experiment in building a fully-realized interactive drama", Game developers conference, pp.4~8 (2003)
  13. J. Mechling, "Homo Narrans across the Disciplines", Western Folklore, 50(1), pp.41~51 (1991)[DOI]
  14. J. R. Meehan, "TALE-SPIN, An Interactive Program that Writes Stories", Ijcai, pp.91~98 (1977)
  15. M. Minami, "The Handbook of Narrative Analysis", pp.76~96 (2015), John Wiley & Sons, Ltd
  16. S. J. Ndlovu-Gatsheni, "Metaphysical empire, linguicides and cultural imperialism", English Academy Review, 35(2), pp.96~115 (2018)
  17. T. Ogata, "Post-narratology through computational and cognitive approaches" (2019), IGI Global
  18. T. Ogata, "Bridging the Gap Between AI, Cognitive Science, and Narratology with Narrative Generation" (2020), IGI Global
  19. W. L. Randall, "Narrative intelligence and the novelty of our lives", Journal of Aging Studies, 13(1), pp.11~28 (1999)[DOI]
  20. P. Ricoeur, "The Human Experience of Time and Narrative", Research in Phenomenology, 9, pp.17~34 (1979)
  21. A. J. Sanford, "Mind, Brain and Narrative" (2012), Cambridge University Press
  22. R. C. Schank, "Scripts, plans, and knowledge", IJCAI, pp.151~157 (1975)
  23. R. C. Schank, "Conceptual dependency: A theory of natural language understanding", Cognitive Psychology, 3(4), pp.552~631 (1972)[DOI]
  24. N. Simon, "TattleTale: Storytelling with Planning and Large Language Models", ICAPS Workshop on Scheduling and Planning Applications (2022)
  25. P. Taveekitworachai, "What Is Waiting for Us at the End? Inherent Biases of Game Story Endings in Large Language Models", International Conference on Interactive Digital Storytelling, pp.274~284 (2023), Springer
  26. T. Todorov, "Structural Analysis of Narrative", NOVEL : A Forum on Fiction, 3(1), pp.70~76 (1969)[DOI]
  27. Q. R. Yong, "From Playing the Story to Gaming the System: Repeat Experiences of a Large Language Model-Based Interactive Story", International Conference on Interactive Digital Storytelling, pp.395~409 (2023), Springer
  28. A. Yuan, "Wordcraft: Story Writing With Large Language Models", 27th International Conference on Intelligent User Interfaces, in IUI ’22, pp.841~852 (2022), Association for Computing Machinery
  29. "AI and the future of humanity | Yuval Noah Harari at the Frontiers Forum" (2023)[URL]
  30. "STORY GENERATION BASED ON DYNAMICS OF THE MIND - Okada - 1992 - Computational Intelligence - Wiley Online Library"[URL]

관련 논문AI추천

이 간행물의 다른 논문 (4건)