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Abstract
This paper presents the Candide model as a computational architecture for modelling human-like, narrative-based language understanding. The model starts from the idea that narratives emerge through the process of interpreting novel linguistic observations, such as utterances, paragraphs and texts, with respect to previously acquired knowledge and beliefs. Narratives are personal, as they are rooted in past experiences, and constitute perspectives on the world that might motivate different interpretations of the same observations. Concretely, the Candide model operationalises this idea by dynamically modelling the belief systems and background knowledge of individual agents, updating these as new linguistic observations come in, and exposing them to a logic reasoning engine that reveals the possible sources of divergent interpretations. Apart from introducing the foundational ideas, we also present a proof-of-concept implementation that demonstrates the approach through a number of illustrative examples.
Original language | English |
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Title of host publication | 5th Workshop on Narrative Understanding, WNU 2023 - Proceedings of the Workshop |
Editors | Nader Akoury, Elizabeth Clark, Mohit Iyyer, Snigdha Chaturvedi, Faeze Brahman, Khyathi Raghavi Chandu |
Publisher | Association for Computational Linguistics |
Pages | 48-57 |
Number of pages | 10 |
ISBN (Electronic) | 9781959429920 |
DOIs | |
Publication status | Published - 2023 |
Event | The 61st Annual Meeting of the Association for Computational Linguistics - Toronto, Canada Duration: 9 Jul 2023 → 14 Jul 2023 Conference number: 61 https://2023.aclweb.org |
Publication series
Name | Proceedings of the The 5th Workshop on Narrative Understanding |
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Conference
Conference | The 61st Annual Meeting of the Association for Computational Linguistics |
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Abbreviated title | ACL 2023 |
Country/Territory | Canada |
City | Toronto |
Period | 9/07/23 → 14/07/23 |
Internet address |
Keywords
- language understanding
- reasoning
- personal dynamic memory
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