Data · collection · 2018
Relating lexical and syntactic processes in language: Bridging research in humans and machines
Listed in DataCite
Description
Potential to bridge research on language in humans and machines is substantial - as linguists and cognitive scientists apply scientific theory and methods to understand how language is processed and represented by humans, computer scientists apply computational methods to determine how to process and represent language in machines. The present work integrates approaches from each of these domains in order to tackle an issue of relevance for both: the nature of the relationship between low-level lexical processes and syntactically-driven interpretation processes.
In the first part of the dissertation, this distinction between lexical and syntactic processes focuses on understanding asyntactic lexical effects in online sentence comprehension in humans, and the relationship of those effects to syntactically-driven interpretation processes. I draw on computational methods for simulating these lexical effects and their relationship to interpretation processes. In the latter part of the dissertation, the lexical/syntactic distinction is focused on the application of semantic composition to complex lexical content, for derivation of sentence meaning.
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For this work I draw on methodology from cognitive neuroscience and linguistics to analyze the capacity of natural language processing systems to do vector-based sentence composition, in order to improve the capacities of models to compose and represent sentence meaning.
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Where it is published
- Repository landing page drum.lib.umd.edu/handle/1903/21162 ↗
landing page · from DataCite
- DOI doi.org/10.13016/m2s756p4g ↗
DOI / persistent id · from DataCite
Catalogue records · 2
- DataCite API api.datacite.org/dois/10.13016/m2s756p4g ↗
metadata API · from DataCite
- DataCite Commons commons.datacite.org/doi.org/10.13016/m2s756p4g ↗
catalogue entry · from DataCite
Topics
- Stated by source
- Clinical medicine · Languages and literature
- From keywords
- Computational linguistics · Computer Science & AI · Linguistics · Neurosciences
Provenance · 1 source records, 6 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DataCite | 10.13016/m2s756p4g | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].fos:clinical-medicine | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].fos:languages-and-literature | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · DataCite | vocabulary-mapper@1.0.0 | keywords['Computer science'] |
| description | source · DataCite | connector:datacite@1.0.0 | /data/attributes/descriptions |
| publication_date | source · DataCite | connector:datacite@1.0.0 | /data/attributes/dates |
| title | source · DataCite | connector:datacite@1.0.0 | /data/attributes/titles/0/title |