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Toward a computational psycholinguistics of reference production
Kees van Deemter1, Albert Gatt, Roger P G van Gompel
1Department of Computing Science, University of Aberdeen, Aberdeen, UK. k.vdeemter@abdn.ac.uk
This study advocates for integrating computational and psycholinguistic methods in reference production. Future algorithms may incorporate non-determinism, informed by new psycholinguistic experiments, to better align with cognitive processes.
Area of Science:
- Cognitive Science
- Computational Linguistics
- Psycholinguistics
Background:
- Current computational models of reference production often rely on deterministic algorithms.
- Psycholinguistic research indicates that human language use, specifically reference, is not always deterministic.
Discussion:
- This article explores the divergence between computational determinism and empirical psycholinguistic findings in reference production.
- It highlights determinism as a key area where current algorithms conflict with observed human language behavior.
Key Insights:
- Closer interaction between computational and psycholinguistic approaches can lead to novel algorithms for reference production.
- Algorithms that incorporate non-determinism may better reflect the complexities of human language use.
Outlook:
- Future research should focus on developing non-deterministic algorithms for reference production.
- New psycholinguistic experiments are crucial for guiding the development of these more sophisticated computational models.
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