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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 | Proceedings of the The 5th Workshop on Narrative Understanding |
Publisher | Association for Computational Linguistics |
Pages | 48-57 |
Number of pages | 10 |
Publication status | Published - Jul 2023 |
Event | 5th Workshop on Narrative Understanding - Toronto, Canada Duration: 14 Jul 2023 → 14 Jul 2023 https://sites.google.com/umass.edu/wnu2023 |
Workshop
Workshop | 5th Workshop on Narrative Understanding |
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Abbreviated title | WNU |
Country/Territory | Canada |
City | Toronto |
Period | 14/07/23 → 14/07/23 |
Internet address |
Keywords
- Fluid Construction Grammar
- Construction Grammar
- Computational Construction Grammar
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Dive into the research topics of 'The Candide model: How narratives emerge where observations meet beliefs'. Together they form a unique fingerprint.Projects
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FWOTM1034: Learning Construction Grammars from Semantically Annotated Corpora or Situated Communicative Interactions
Van Eecke, P., Nowe, A. & Beuls, K.
1/10/20 → 30/09/23
Project: Fundamental